Principle Component Aanalysis
Data
The data you will be using comes from the Assistments online intelligent tutoring system (https://www.assistments.org/). It describes students working through online math problems. Each student has the following data associated with them:
- id
- prior_prob_count: How many problems a student has answered in the system prior to this session
- prior_percent_correct: The percentage of problems a student has answered correctly prior to this session
- problems_attempted: The number of problems the student has attempted in the current session
- mean_correct: The average number of correct answers a student made on their first attempt at problems in the current session
- mean_hint: The average number of hints a student asked for in the current session
- mean_attempt: The average number of attempts a student took to answer a problem in the current session
- mean_confidence: The average confidence each student has in their ability to answer the problems in the current session
Start by uploading the data
D1 <- read.csv("Assistments-confidence.csv")
D1$id <- NULL
#We won't need the id variable, so remove that.Create a correlation matrix of the relationships between the variables, including correlation coefficients for each pair of variables/features.
#You can install the corrplot package to plot some pretty correlation matrices (sometimes called correlograms)
library(corrplot)## corrplot 0.84 loaded#Generate pairwise correlations
COR <- cor(D1)
corrplot(COR, order="AOE", method="circle", tl.pos="lt", type="upper",
tl.col="black", tl.cex=0.6, tl.srt=45,
addCoef.col="black", addCoefasPercent = TRUE,
sig.level=0.50, insig = "blank")
#Study your correlogram image and save it, you will need it laterCreate a new data frame with the mean_correct variables removed
D2 <- D1[, -c(4)]
#The, scale and center your data for easier interpretation
D2 <- scale(D2, center = TRUE)Now run the PCA on the new data frame
pca <- prcomp(D2, scale = TRUE)Although princomp does not generate the eigenvalues directly for us, we can print a list of the standard deviation of the variance accounted for by each component.
pca$sdev## [1] 1.2825140 1.0543565 1.0245688 0.9621486 0.8556715 0.7320146#To convert this into variance accounted for we can square it, these numbers are proportional to the eigenvalue
pca$sdev^2## [1] 1.6448423 1.1116675 1.0497412 0.9257299 0.7321737 0.5358454#A summary of our pca will give us the proportion of variance accounted for by each component
summary(pca)## Importance of components:
## PC1 PC2 PC3 PC4 PC5 PC6
## Standard deviation 1.2825 1.0544 1.0246 0.9621 0.8557 0.73201
## Proportion of Variance 0.2741 0.1853 0.1750 0.1543 0.1220 0.08931
## Cumulative Proportion 0.2741 0.4594 0.6344 0.7887 0.9107 1.00000#We can look at this to get an idea of which components we should keep and which we should drop
plot(pca, type = "lines")
Decide which components you would drop and remove them from your data set.
Part II
#Now, create a data frame of the transformed data from your pca.
D3 <- pca$x[, c(1,2)]
#Attach the variable "mean_correct" from your original data frame to D3.
D4 <- cbind(D3, as.data.frame(D1$mean_correct))
#Now re-run your scatterplots and correlations between the transformed data and mean_correct. If you had dropped some components would you have lost important infomation about mean_correct?
COR2 <- cor(D4)
corrplot(COR2, order="AOE", method="circle", tl.pos="lt", type="upper",
tl.col="black", tl.cex=0.6, tl.srt=45,
addCoef.col="black", addCoefasPercent = TRUE,
sig.level=0.50, insig = "blank")
## Now print out the eigenvectors (often called loadings) for the components you generated:
pca$rotation## PC1 PC2 PC3 PC4
## prior_prob_count -0.26034140 0.45818753 -0.40090679 -0.6897642
## prior_percent_correct 0.16840319 0.81617867 0.09267306 0.2640040
## problems_attempted -0.45568733 0.31685183 0.36387724 0.3168141
## mean_hint -0.63337594 -0.12501620 -0.08008842 -0.1122586
## mean_attempt -0.54200011 -0.08510858 -0.04585364 0.3108682
## mean_confidence 0.03581325 0.02547483 -0.83051917 0.4948890
## PC5 PC6
## prior_prob_count -0.007142834 -0.29280482
## prior_percent_correct 0.298843852 0.37134715
## problems_attempted -0.592336569 -0.32911025
## mean_hint -0.102302115 0.74412634
## mean_attempt 0.697232132 -0.33781385
## mean_confidence -0.251357022 -0.01452143#Examine the eigenvectors, notice that they are a little difficult to interpret. It is much easier to make sense of them if we make them proportional within each component
loadings <- abs(pca$rotation) #abs() will make all eigenvectors positive
sweep(loadings, 2, colSums(loadings), "/") #sweep() computes each row as a proportion of the column. (There must be a way to do this with dplyr()?)## PC1 PC2 PC3 PC4
## prior_prob_count 0.12423113 0.25081186 0.22101700 0.31516257
## prior_percent_correct 0.08035956 0.44677621 0.05108998 0.12062699
## problems_attempted 0.21744737 0.17344469 0.20060288 0.14475664
## mean_hint 0.30223780 0.06843387 0.04415217 0.05129246
## mean_attempt 0.25863458 0.04658844 0.02527878 0.14203987
## mean_confidence 0.01708956 0.01394492 0.45785919 0.22612148
## PC5 PC6
## prior_prob_count 0.003664468 0.14011651
## prior_percent_correct 0.153315014 0.17770154
## problems_attempted 0.303884750 0.15748983
## mean_hint 0.052483764 0.35608836
## mean_attempt 0.357699023 0.16165478
## mean_confidence 0.128952980 0.00694897#Now examine your components and try to come up with substantive descriptions of what some might represent?
### Comments: PC1 demonstrates students' current status in the session, and it is mostly influenced by problems_attempted, mean_hint and mean_attempt. PC2 demonstrates students' status in the previous sessions, which is mostly influenced by prior_prob_count and prior_percent_correct.
#You can generate a biplot to help you, though these can be a bit confusing. They plot the transformed data by the first two components. Therefore, the axes represent the direction of maximum variance. Then mapped onto this point cloud are the original directions of the variables, depicted as red arrows. It is supposed to provide a visualization of which variables "go together". Variables that possibly represent the same underlying construct point in the same direction.
biplot(pca)
#Calculate values for each student that represent these your composite variables and then create a new correlogram showing their relationship to mean_correct.
# Multiply pca$rotation to generate composite variables values
pca$rotation## PC1 PC2 PC3 PC4
## prior_prob_count -0.26034140 0.45818753 -0.40090679 -0.6897642
## prior_percent_correct 0.16840319 0.81617867 0.09267306 0.2640040
## problems_attempted -0.45568733 0.31685183 0.36387724 0.3168141
## mean_hint -0.63337594 -0.12501620 -0.08008842 -0.1122586
## mean_attempt -0.54200011 -0.08510858 -0.04585364 0.3108682
## mean_confidence 0.03581325 0.02547483 -0.83051917 0.4948890
## PC5 PC6
## prior_prob_count -0.007142834 -0.29280482
## prior_percent_correct 0.298843852 0.37134715
## problems_attempted -0.592336569 -0.32911025
## mean_hint -0.102302115 0.74412634
## mean_attempt 0.697232132 -0.33781385
## mean_confidence -0.251357022 -0.01452143DR1 <- t(pca$rotation)
DR2 <- pca$x %*% DR1
DR2 <- cbind(DR2, D1$mean_correct)
colnames(DR2)[7] <- "mean_correct"
DR2## prior_prob_count prior_percent_correct problems_attempted
## [1,] 1.20419533 0.2031642901 -0.58392740
## [2,] 2.79864517 0.7728564289 1.24541462
## [3,] 3.04924632 -0.2819853646 0.12748339
## [4,] 3.07117393 0.2505638372 0.63563395
## [5,] 3.23719719 -0.9341716428 -0.38066717
## [6,] 3.60056886 -0.0777519126 0.12748339
## [7,] 1.52684432 -1.4391239118 0.12748339
## [8,] 1.58636209 -0.8732812763 0.02585327
## [9,] 0.82516109 -0.1507673786 0.94052428
## [10,] 3.00852364 -0.3745407416 0.22911350
## [11,] 2.94587335 -0.3508804396 0.22911350
## [12,] 2.73599488 0.0060658363 1.24541462
## [13,] 3.32177508 0.6305083792 0.02585327
## [14,] 2.91141569 0.1105562402 0.22911350
## [15,] 2.90201815 -0.5967851476 0.73726406
## [16,] 1.06636470 -1.6764985926 1.04215439
## [17,] 1.03503955 -1.4465656395 0.33074361
## [18,] 0.72805314 -0.3288082708 -0.78718762
## [19,] 3.76972464 0.5406904827 -0.58392740
## [20,] 3.50972594 0.7119180359 -0.58392740
## [21,] 4.08610860 0.5854553918 -0.58392740
## [22,] 1.81816816 0.4203048814 -0.38066717
## [23,] 1.36082105 -0.1549696708 -0.78718762
## [24,] 3.60996641 0.4357239464 -0.38066717
## [25,] 2.46973116 0.2562787399 -0.58392740
## [26,] 3.14948679 0.3906768531 -0.68555751
## [27,] 2.55430905 -0.3512238918 -0.38066717
## [28,] 3.46587074 0.6254812029 -0.58392740
## [29,] 3.72273692 0.0511930177 -0.27903706
## [30,] 0.41480170 1.1661488779 -0.58392740
## [31,] 0.44299433 0.1798578779 0.22911350
## [32,] 0.41480170 -0.3092547292 -0.68555751
## [33,] 0.41793421 0.3961841769 -0.17740695
## [34,] 0.38034404 0.4529418210 -0.17740695
## [35,] 0.40540415 0.7306246730 -0.17740695
## [36,] 0.42106673 0.9329428935 -0.38066717
## [37,] 0.41480170 1.5349997778 -0.58392740
## [38,] 0.41480170 1.0186085135 0.22911350
## [39,] 0.39287410 -1.4248636263 -0.27903706
## [40,] 0.39600661 0.3820584287 -0.68555751
## [41,] 0.41793421 0.3777878513 -0.78718762
## [42,] 0.41793421 1.4815672433 -0.17740695
## [43,] 0.41480170 1.0554936065 2.26171574
## [44,] 0.55576485 -1.0117366847 1.85519529
## [45,] 0.14853797 -1.0473100666 1.24541462
## [46,] 0.39287410 0.7903171665 1.65193507
## [47,] 0.41480170 1.2214765100 -0.58392740
## [48,] 0.44299433 0.6848301708 -0.38066717
## [49,] 0.40227164 0.1120216757 0.53400383
## [50,] 0.34588638 -0.0286926072 -0.27903706
## [51,] 0.38974158 -0.1356110757 -0.78718762
## [52,] 0.45552438 -0.5859377817 0.33074361
## [53,] 0.41793421 1.1136407744 2.46497596
## [54,] 0.32395878 0.1869446955 0.73726406
## [55,] 0.41480170 0.4284470707 0.02585327
## [56,] 0.41793421 0.5985437297 0.63563395
## [57,] 0.28010358 0.5196727313 -0.78718762
## [58,] 0.41480170 0.3915619851 0.73726406
## [59,] 0.40540415 0.7677899022 0.12748339
## [60,] 0.41480170 0.8710681565 -0.38066717
## [61,] 0.31456124 -1.0130948149 1.95682540
## [62,] 0.41793421 0.8009032824 0.12748339
## [63,] 0.10781528 -0.7491709099 -0.68555751
## [64,] 0.08588768 0.3318912184 0.33074361
## [65,] 0.36781398 0.8942778330 -0.58392740
## [66,] 0.39913913 -1.1447536419 -0.78718762
## [67,] 0.13914043 -0.0372569349 -0.78718762
## [68,] 0.46805444 0.3963614852 1.34704473
## [69,] 0.41793421 0.6905253432 -0.78718762
## [70,] 0.43359678 0.3826146053 0.43237372
## [71,] 0.41166918 0.6827405010 0.43237372
## [72,] 0.44612684 0.2388685538 4.39594809
## [73,] 0.42419924 0.3687502539 3.27801686
## [74,] 0.45552438 0.5749104981 -0.17740695
## [75,] 0.44925936 -1.1201856150 -0.38066717
## [76,] 0.41793421 0.5249584344 -0.78718762
## [77,] 0.41480170 1.1477063314 2.46497596
## [78,] 0.41480170 0.4653321636 1.75356518
## [79,] 0.41480170 1.5534423243 0.43237372
## [80,] 0.42419924 0.1307908361 2.05845551
## [81,] 0.42733176 0.2090633641 0.22911350
## [82,] 0.41480170 0.5575448886 -0.17740695
## [83,] 0.43046427 0.7605044092 -0.58392740
## [84,] 0.41480170 0.0042685314 -0.78718762
## [85,] 0.43046427 0.5601533883 -0.27903706
## [86,] 0.60275256 -1.7227268233 -0.68555751
## [87,] 0.42419924 0.7714508155 -0.58392740
## [88,] 0.48684953 0.4400119933 2.26171574
## [89,] 0.42419924 -0.6380011465 0.53400383
## [90,] 0.32709129 -0.2637963536 -0.38066717
## [91,] 0.38660907 0.8206237607 -0.68555751
## [92,] 0.43046427 0.8697867895 1.24541462
## [93,] 0.38974158 0.3913728299 3.17638675
## [94,] 2.08129937 -0.1556461815 -0.58392740
## [95,] 2.24419012 0.2924004370 -0.17740695
## [96,] -0.60013297 -3.1204967435 -0.27903706
## [97,] 0.21118826 -0.5635735490 -0.27903706
## [98,] 0.49624707 0.7297043085 0.12748339
## [99,] 0.62781268 0.2826480648 -0.58392740
## [100,] 0.92540155 -0.2108944887 2.87149641
## [101,] 0.56202988 -0.8486888141 -0.58392740
## [102,] 0.69359548 0.3065823666 0.02585327
## [103,] 0.67480039 0.6335005697 -0.38066717
## [104,] 0.77817337 -0.3203776657 -0.27903706
## [105,] 0.55889736 -0.4588719548 -0.58392740
## [106,] 0.49937959 -0.4239022696 -0.78718762
## [107,] 0.65600531 1.3240947175 -0.27903706
## [108,] 0.59648753 0.1110411661 -0.58392740
## [109,] 0.60275256 0.5850879007 0.43237372
## [110,] 0.59335502 -0.1517432346 0.12748339
## [111,] 0.74058320 -0.0159374380 0.94052428
## [112,] 0.65913782 0.3853628098 -0.17740695
## [113,] 0.35841644 0.4587316738 -0.58392740
## [114,] 0.42106673 0.8778918964 0.63563395
## [115,] 0.38347655 -0.3937672216 1.85519529
## [116,] 0.34588638 -0.2824737990 -0.17740695
## [117,] 0.43046427 0.9426417048 -0.58392740
## [118,] 0.74058320 0.2618763547 -0.27903706
## [119,] -0.46543485 0.0714183137 -0.78718762
## [120,] -0.50929006 0.3473356876 -0.27903706
## [121,] -0.48422994 -0.6737857554 -0.78718762
## [122,] -0.48736246 -0.0663161175 -0.78718762
## [123,] -0.60326549 -0.6549892897 -0.78718762
## [124,] 3.06177638 0.6842316710 -0.58392740
## [125,] 0.40227164 0.0002430043 1.24541462
## [126,] -0.08640061 -0.9099547752 -0.27903706
## [127,] -0.32760422 -1.7305907555 -0.58392740
## [128,] -0.39651954 -0.9325862181 -0.78718762
## [129,] -0.55627777 -2.0181241980 -0.78718762
## [130,] -0.55941029 0.5484296106 -0.78718762
## [131,] -0.54061520 -1.6315653815 -0.68555751
## [132,] -0.39025451 -0.6273559352 -0.58392740
## [133,] -0.61266303 0.4532127747 -0.27903706
## [134,] -0.41844714 -1.6566782518 -0.78718762
## [135,] -0.70350595 -2.0608467005 -0.88881773
## [136,] -0.51242257 -0.9305153684 -0.38066717
## [137,] -0.58760292 -1.0578329105 -0.68555751
## [138,] -0.59386795 -0.3718623198 -0.78718762
## [139,] -0.64398818 -0.3332300403 -0.68555751
## [140,] -0.44663977 -0.2705703715 -0.27903706
## [141,] -0.48109743 -0.7133440660 -0.58392740
## [142,] -0.46856737 -0.6116488728 -0.68555751
## [143,] -0.37459194 0.0614277908 -0.38066717
## [144,] -0.23989382 -0.5215879518 -0.38066717
## [145,] -0.40591708 -0.8945343230 0.02585327
## [146,] -0.48109743 -0.7788809715 0.12748339
## [147,] -0.50929006 0.8105479602 0.12748339
## [148,] -0.34013428 -1.1303591273 -0.58392740
## [149,] -0.34639931 0.0456155296 -0.58392740
## [150,] -0.45290480 -0.0693492293 -0.58392740
## [151,] -0.49049497 -0.2557882686 1.14378451
## [152,] -0.56254280 -0.2393446165 -0.58392740
## [153,] -0.53121766 -0.1344347754 -0.27903706
## [154,] -0.15218341 -0.0304918353 -0.58392740
## [155,] 0.31456124 0.6113608423 -0.58392740
## [156,] 0.43359678 1.2910469066 -0.38066717
## [157,] -0.30567662 -0.3201226622 -0.58392740
## [158,] -0.42157965 -0.1035006879 0.12748339
## [159,] -0.29314656 -1.2635492162 -0.78718762
## [160,] -0.14591838 -0.1103447233 -0.38066717
## [161,] -0.10519570 0.4007832547 0.02585327
## [162,] 0.41793421 0.5433547601 0.12748339
## [163,] -0.25242387 0.6487607208 -0.58392740
## [164,] 0.01070734 0.6531855951 -0.38066717
## [165,] -0.35266434 -0.9904837775 0.22911350
## [166,] -0.12712330 0.3436933301 -0.58392740
## [167,] -0.37459194 -0.6926954572 0.43237372
## [168,] -0.25242387 0.2123203792 -0.58392740
## [169,] -0.02688284 -1.8198211698 -0.78718762
## [170,] -0.33073673 -0.3332300403 -0.78718762
## [171,] -0.49989251 -1.1226405665 0.02585327
## [172,] -0.44350725 -1.7302230882 -0.88881773
## [173,] -0.40278457 -1.8360820819 -0.78718762
## [174,] -0.49049497 -0.8955246317 -0.78718762
## [175,] -0.45603731 -1.5871694168 -0.58392740
## [176,] -0.55001274 -1.6789210787 -0.68555751
## [177,] -0.46856737 -0.9913109224 -0.68555751
## [178,] -0.48109743 0.0567145226 -0.78718762
## [179,] -0.58447040 -1.1090542226 -0.68555751
## [180,] -0.09579815 0.8927283383 -0.88881773
## [181,] -0.03314786 0.9692837450 -0.58392740
## [182,] -0.18037604 0.9654088668 0.73726406
## [183,] -0.42784468 -0.0970939776 -0.68555751
## [184,] -0.44037474 0.5769464455 -0.58392740
## [185,] -0.42471217 -0.1920736391 -0.78718762
## [186,] -0.61579555 0.4539726252 -0.68555751
## [187,] -0.36832691 -0.5663288588 -0.38066717
## [188,] -0.50929006 -0.7394315738 -0.68555751
## [189,] -0.52495263 0.2135349657 -0.58392740
## [190,] -0.38398948 0.1313028471 -0.27903706
## [191,] -0.44977228 -0.4114445739 -0.17740695
## [192,] -0.42157965 -1.4762736459 -0.68555751
## [193,] -0.49049497 -0.6429971199 -0.58392740
## [194,] -0.55314526 -1.1662114195 -0.88881773
## [195,] -0.47483240 0.1754282985 -0.68555751
## [196,] -0.40278457 -1.5681940134 -0.78718762
## [197,] -0.49362748 -0.1429302966 -0.38066717
## [198,] -0.50615754 0.2419823042 0.02585327
## [199,] -0.43724222 1.6532662607 -0.58392740
## [200,] -0.31507416 -0.2998657963 -0.38066717
## [201,] 0.11094780 -0.4466241209 -0.58392740
## [202,] -0.02061781 -0.0030657588 -0.38066717
## [203,] 0.34901889 -0.0616256478 0.12748339
## [204,] -0.64398818 0.1561121588 -0.78718762
## [205,] 0.51190964 0.9525764646 -0.58392740
## [206,] 0.49624707 -0.1185657749 -0.88881773
## [207,] -0.03314786 0.9980685828 -0.88881773
## [208,] -0.05194295 0.0838899629 -0.68555751
## [209,] -0.51868760 0.2539805957 2.76986630
## [210,] -0.77555378 -0.6186796559 1.75356518
## [211,] -0.56254280 0.8702103592 0.22911350
## [212,] -0.58133789 0.4007832547 1.44867484
## [213,] -0.77242127 -0.8547658056 -0.27903706
## [214,] -0.55001274 -0.1293374567 0.83889417
## [215,] -0.65965075 -0.9671506106 0.22911350
## [216,] -0.62206058 1.1402742633 3.98942764
## [217,] -0.54061520 0.1048101492 0.53400383
## [218,] -0.55941029 0.4640602654 2.46497596
## [219,] -0.55941029 0.4640602654 -0.17740695
## [220,] -0.33386925 -1.0418529420 1.14378451
## [221,] -0.71603601 -1.7318229436 2.46497596
## [222,] -0.65651823 -0.2545857566 0.33074361
## [223,] -0.53435017 -0.1593847828 1.34704473
## [224,] -0.61579555 0.4273779363 -0.58392740
## [225,] -0.51242257 0.2208780347 -0.17740695
## [226,] -0.56880783 0.6629308621 -0.27903706
## [227,] -0.69097589 0.7677899022 0.83889417
## [228,] -0.51555509 0.8549994017 0.12748339
## [229,] -0.55941029 1.1390150195 0.94052428
## [230,] -0.53435017 0.3814671149 -0.38066717
## [231,] -0.53121766 0.0184846660 0.73726406
## [232,] -0.52808514 -0.1099991939 1.75356518
## [233,] -0.52808514 0.3440296476 2.56660607
## [234,] -0.69097589 0.1153336391 0.43237372
## [235,] -0.60013297 -0.0455761829 0.02585327
## [236,] -0.41531462 -0.3028761096 0.63563395
## [237,] -0.55941029 -0.3796331791 2.46497596
## [238,] -0.50302503 0.0687296230 0.12748339
## [239,] -0.37459194 0.1242713961 1.24541462
## [240,] -0.53121766 -0.6696527981 0.22911350
## [241,] -0.47169988 -0.7002366878 0.43237372
## [242,] -0.54374771 0.0816470385 0.43237372
## [243,] -0.55314526 -0.8156994527 0.02585327
## [244,] -0.24302633 -0.9657308601 5.10735887
## [245,] -0.51868760 0.0337766072 -0.58392740
## [246,] -0.50929006 -1.4698816966 1.95682540
## [247,] -0.75049367 -1.9988755949 -0.78718762
## [248,] -0.44977228 0.7316908861 0.02585327
## [249,] -0.42471217 1.1065652679 -0.17740695
## [250,] -0.82254150 -2.6576054769 -0.58392740
## [251,] -0.74109612 -0.2952638339 0.22911350
## [252,] -0.55001274 -0.5371226239 -0.58392740
## [253,] -0.68157835 -0.0579750547 -0.27903706
## [254,] -0.56567532 0.4223718775 -0.68555751
## [255,] -0.60953052 -0.3487373630 -0.68555751
## [256,] -0.57194034 1.3514631225 -0.48229729
## [257,] -0.49989251 0.9201322843 -0.58392740
## [258,] -0.58447040 0.0059026872 -0.27903706
## [259,] -0.60013297 -1.0374860400 -0.68555751
## [260,] -0.74109612 0.8437223150 -0.68555751
## [261,] -0.74109612 -1.8771890431 -0.38066717
## [262,] -0.68157835 -1.3960201261 -0.78718762
## [263,] -0.74109612 0.2742292406 -0.27903706
## [264,] -0.74109612 -0.4850948587 -0.38066717
## [265,] -0.74109612 1.8561544425 0.43237372
## [266,] -0.74109612 -0.9280339191 -0.68555751
## [267,] -0.74109612 -2.3201280962 -0.78718762
## [268,] -0.74109612 0.0211212050 -0.88881773
## [269,] -0.74109612 1.2233843647 -0.78718762
## [270,] -0.70977098 -0.8696243707 -0.38066717
## [271,] -0.51868760 0.1805792662 2.66823619
## [272,] 0.38660907 0.4055005673 4.29431798
## [273,] -0.71916852 0.4007832547 -0.38066717
## [274,] -0.63459063 -0.0943844410 3.27801686
## [275,] -0.77555378 -0.6186796559 -0.58392740
## [276,] -0.78808384 -0.3856595603 0.63563395
## [277,] -0.67531332 -0.5534340288 2.16008563
## [278,] -0.79434887 1.0124609980 0.33074361
## [279,] -0.81001144 1.1872260697 -0.68555751
## [280,] -0.75049367 0.2596268535 0.94052428
## [281,] -0.70350595 -2.2398743342 0.33074361
## [282,] -0.78181881 -0.5167333641 -0.78718762
## [283,] -0.76928875 0.0337766072 -0.48229729
## [284,] -0.82254150 -2.6576054769 -0.58392740
## [285,] -0.78808384 0.1386356472 -0.68555751
## [286,] -0.80061390 0.0337766072 -0.88881773
## [287,] -0.80374641 -1.0264648157 -0.07577684
## [288,] -0.70350595 -0.6286256314 -0.27903706
## [289,] -0.66591578 0.5738996003 -0.78718762
## [290,] -0.59073543 1.2825524717 -0.58392740
## [291,] -0.82254150 2.2358164921 -0.58392740
## [292,] -0.81314396 2.2358164921 0.12748339
## [293,] -0.74736115 1.1483893895 -0.58392740
## [294,] -0.79434887 1.6241387487 2.16008563
## [295,] -0.65338572 -0.0821202312 -0.68555751
## [296,] -0.60639800 -0.2108944887 -0.58392740
## [297,] -0.62519309 0.3451761837 -0.17740695
## [298,] -0.66591578 0.5738996003 0.12748339
## [299,] -0.69724092 0.5288088260 -0.58392740
## [300,] -0.61892806 -0.2468755342 0.22911350
## [301,] -0.70350595 0.0874848958 -0.58392740
## [302,] -0.68784338 -0.1577051255 0.63563395
## [303,] -0.80061390 -1.4342499828 -0.58392740
## [304,] -0.68471086 0.8302591166 -0.58392740
## [305,] -0.72856607 0.4563903256 0.63563395
## [306,] -0.71916852 -0.8225722394 -0.38066717
## [307,] -0.54374771 -0.0779210659 -0.58392740
## [308,] -0.71290349 -0.6616044084 -0.78718762
## [309,] -0.78808384 -1.9585451903 -0.78718762
## [310,] -0.80374641 -1.8420351499 -0.78718762
## [311,] -0.81314396 1.0124609980 0.02585327
## [312,] -0.82880653 2.2358164921 -0.78718762
## [313,] -0.80374641 -0.2108944887 -0.78718762
## [314,] -0.81314396 1.0124609980 -0.38066717
## [315,] -0.81940898 2.2358164921 -0.58392740
## [316,] -0.82880653 2.2358164921 -0.68555751
## [317,] -0.81940898 2.2358164921 -0.68555751
## [318,] -0.81314396 1.0124609980 -0.68555751
## [319,] -0.82880653 2.2358164921 -0.07577684
## [320,] -0.79748138 0.2339620493 -0.68555751
## [321,] -0.81940898 2.2358164921 0.94052428
## [322,] -0.81314396 -0.2108944887 -0.78718762
## [323,] -0.81627647 -2.1682632778 -0.78718762
## [324,] -0.82880653 2.2358164921 -0.68555751
## [325,] -0.82880653 2.2358164921 -0.88881773
## [326,] -0.81314396 1.0124609980 0.02585327
## [327,] -0.82880653 2.2358164921 1.14378451
## [328,] -0.76928875 1.1347965496 -0.78718762
## [329,] -0.82880653 2.2358164921 1.55030495
## [330,] -0.78495133 0.7677899022 0.02585327
## [331,] -0.82567401 -1.4342499828 0.33074361
## [332,] -0.82254150 -2.6576054769 -0.68555751
## [333,] -0.82254150 -0.2108944887 -0.38066717
## [334,] -0.81314396 -2.6576054769 -0.88881773
## [335,] -0.80061390 0.7677899022 -0.78718762
## [336,] -0.82880653 2.2358164921 -0.78718762
## [337,] -0.81314396 -1.4342499828 -0.38066717
## [338,] -0.80374641 -3.4731758038 1.34704473
## [339,] -0.81314396 1.0124609980 0.63563395
## [340,] -0.79434887 0.4007832547 -0.68555751
## [341,] -0.56880783 -0.1235119529 -0.68555751
## [342,] -0.76928875 2.2358164921 -0.58392740
## mean_hint mean_attempt mean_confidence mean_correct
## [1,] -0.6979846340 -3.882824e-01 0.442731791 1.0000000
## [2,] 2.0634619537 -1.074970e-01 -0.623140674 0.4545455
## [3,] 0.9926969503 5.102308e-01 0.072767766 0.6363636
## [4,] -0.0005784805 -1.566345e-01 -0.111582708 0.7500000
## [5,] 1.9883205499 8.471732e-01 -0.884564066 0.3333333
## [6,] 1.7816816896 -5.133996e-02 0.928638778 0.5454545
## [7,] 1.8943937953 8.471732e-01 -0.574895672 0.3636364
## [8,] 3.5174481162 1.959083e+00 0.005925587 0.3000000
## [9,] 2.1732079513 5.220533e-01 0.133943133 0.4210526
## [10,] 2.9181954213 4.353547e-01 0.798065421 0.2500000
## [11,] 1.5750428293 1.264908e-01 -0.908988769 0.5833333
## [12,] 1.9507498481 2.856025e-01 0.169099443 0.5000000
## [13,] 0.5418485278 -1.411913e-01 1.289136198 0.8000000
## [14,] 1.9883205499 3.324001e-01 0.313662707 0.4166667
## [15,] 2.1463385019 2.657823e-01 -0.825356651 0.3529412
## [16,] 3.0835065096 9.089460e-01 -0.208964629 0.2500000
## [17,] 1.8770534713 1.215634e+01 1.871325461 0.3076923
## [18,] -0.6979846340 -3.882824e-01 0.764982791 0.5000000
## [19,] -0.6979846340 -3.882824e-01 -2.054005135 1.0000000
## [20,] -0.6979846340 -3.882824e-01 0.104806442 1.0000000
## [21,] -0.6979846340 -3.882824e-01 1.318215830 1.0000000
## [22,] 0.3352096675 -1.823731e-01 0.717640176 0.8333333
## [23,] -0.6979846340 -1.006010e+00 -0.885664528 0.5000000
## [24,] 0.3352096675 -1.823731e-01 -1.399394468 0.8333333
## [25,] -0.6979846340 -3.882824e-01 1.077334554 1.0000000
## [26,] 1.3684039690 2.353614e-02 0.847683489 0.3333333
## [27,] 0.3352096675 -1.823731e-01 0.432499686 0.8333333
## [28,] -0.6979846340 -3.882824e-01 -0.189852854 1.0000000
## [29,] -0.6979846340 -2.117887e-01 0.178845134 0.8571429
## [30,] -0.6979846340 -3.882824e-01 0.015034046 1.0000000
## [31,] -0.6979846340 -1.823731e-01 0.032678602 0.9166667
## [32,] 1.3684039690 2.353614e-02 -1.014977930 0.3333333
## [33,] -0.5430054888 7.501346e-02 -0.458811470 0.6250000
## [34,] -0.6979846340 -3.882824e-01 1.500990867 1.0000000
## [35,] -0.6979846340 -3.882824e-01 -1.044516163 1.0000000
## [36,] -0.6979846340 -1.823731e-01 0.597553478 0.8333333
## [37,] -0.6979846340 -3.882824e-01 -0.361141379 1.0000000
## [38,] -0.0780680531 5.383093e-01 -0.232553661 0.8333333
## [39,] 0.8960865740 3.176922e-01 1.790719614 0.7142857
## [40,] -0.6979846340 -8.001010e-01 -1.054436396 0.6666667
## [41,] -0.6979846340 2.294454e-01 -0.593676383 0.5000000
## [42,] -0.6979846340 -3.882824e-01 -0.147816370 1.0000000
## [43,] 1.3167442540 -4.081050e-02 1.012952253 0.5312500
## [44,] 3.1986338746 1.411986e-01 1.564628993 0.1785714
## [45,] 3.6977874852 -5.133996e-02 -0.826882861 0.1363636
## [46,] 0.0173037286 3.244805e-01 0.226448849 0.6153846
## [47,] -0.6979846340 -3.882824e-01 0.422765451 1.0000000
## [48,] -0.6979846340 -1.823731e-01 0.652934539 0.8333333
## [49,] 1.1204373367 2.706273e-01 0.404359382 0.6666667
## [50,] 0.0104914585 -2.117887e-01 1.543610437 0.8571429
## [51,] -0.6979846340 -3.882824e-01 1.993336172 0.5000000
## [52,] 3.0215148515 7.521382e-01 0.287412342 0.2307692
## [53,] -0.5156562279 -2.429347e-01 -0.782443596 0.9117647
## [54,] 0.0313289906 4.111301e-01 0.484401950 0.8235294
## [55,] -0.0780680531 7.236277e-01 -1.885373029 0.7000000
## [56,] 0.0769110921 3.066614e-01 1.805165171 0.8125000
## [57,] -0.6979846340 2.294454e-01 -1.655857534 0.5000000
## [58,] -0.6979846340 1.931085e-01 -0.371933646 0.8235294
## [59,] -0.2471362115 -2.759683e-01 -0.324971261 0.9090909
## [60,] -0.4913457737 -1.823731e-01 1.038057704 0.8333333
## [61,] 0.8838714690 2.933483e-01 -0.215883165 0.6896552
## [62,] -0.6979846340 -2.759683e-01 -1.789510157 0.9090909
## [63,] 1.3684039690 -3.882824e-01 1.044589539 0.3333333
## [64,] -0.1257539439 5.620681e-01 0.484651062 0.5384615
## [65,] -0.6979846340 -3.882824e-01 -0.122409339 1.0000000
## [66,] -0.6979846340 -1.006010e+00 0.086864711 0.5000000
## [67,] 2.4015982705 2.294454e-01 -1.054943295 0.5000000
## [68,] 2.2129280068 2.619784e+00 -1.174236340 0.3043478
## [69,] -0.6979846340 -3.882824e-01 0.219350280 0.5000000
## [70,] -0.2551870762 4.059391e-01 1.050813348 0.7857143
## [71,] 0.1876104816 1.411986e-01 0.306574045 0.8571429
## [72,] 0.3780969781 2.177902e-01 0.148046371 0.7169811
## [73,] -0.1666275647 4.353547e-01 -2.449975405 0.7380952
## [74,] -0.6979846340 6.927413e-01 0.364166677 0.7500000
## [75,] -0.6979846340 2.294454e-01 -0.271430925 0.8333333
## [76,] -0.6979846340 -1.006010e+00 1.939100637 0.5000000
## [77,] 2.0734071395 1.567716e-01 -1.014679738 0.4117647
## [78,] 0.0826510605 1.150514e-01 -1.154347599 0.8518519
## [79,] -0.6979846340 -3.529508e-02 -1.053214141 0.9285714
## [80,] 0.2525541234 3.118091e-01 1.081562866 0.7333333
## [81,] -0.6979846340 -3.882824e-01 1.467600917 1.0000000
## [82,] -0.5430054888 -2.338504e-01 -1.682909308 0.8750000
## [83,] -0.6979846340 -3.882824e-01 1.180363618 1.0000000
## [84,] -0.6979846340 8.471732e-01 -1.535046724 0.5000000
## [85,] 0.1876104816 1.376654e+00 -0.023192945 0.7142857
## [86,] 1.3684039690 -3.882824e-01 1.224481751 0.3333333
## [87,] -0.6979846340 -3.882824e-01 -0.894903269 1.0000000
## [88,] -0.4267711299 -4.081050e-02 -1.490324763 0.8437500
## [89,] 2.9388593073 4.353547e-01 0.330968533 0.2666667
## [90,] 1.1617651087 2.294454e-01 1.192050495 0.5000000
## [91,] -0.6979846340 -3.882824e-01 1.568817347 0.6666667
## [92,] -0.6979846340 -1.636541e-01 -0.741710140 0.8636364
## [93,] 1.1466451921 6.371356e-02 0.168515227 0.6341463
## [94,] -0.6979846340 -3.882824e-01 -0.580744149 1.0000000
## [95,] -0.6979846340 -3.882824e-01 0.423579168 0.7500000
## [96,] 1.9588007128 2.082629e+00 -0.298812840 0.2857143
## [97,] 0.1876104816 3.176922e-01 1.199358896 0.7142857
## [98,] -0.6979846340 1.732883e-01 0.244864026 0.8181818
## [99,] -0.6979846340 -3.882824e-01 0.812544846 1.0000000
## [100,] 0.7702388471 8.796852e-01 -0.412183797 0.6842105
## [101,] -0.6979846340 -3.882824e-01 -0.656670064 1.0000000
## [102,] -0.6979846340 1.058999e-01 2.228673144 0.8000000
## [103,] -0.6979846340 -1.823731e-01 0.427377322 0.8333333
## [104,] 0.8960865740 -2.117887e-01 0.766280796 0.7142857
## [105,] -0.6979846340 -3.882824e-01 0.251137279 1.0000000
## [106,] -0.6979846340 8.471732e-01 0.002626855 0.5000000
## [107,] -0.6979846340 -3.529508e-02 -0.699366572 0.8571429
## [108,] -0.6979846340 -3.882824e-01 -0.786678377 1.0000000
## [109,] -0.2551870762 -3.882824e-01 1.433792647 0.9285714
## [110,] -0.6979846340 8.471732e-01 -2.317995765 0.6363636
## [111,] 1.0638835433 1.969334e-01 2.069871295 0.5789474
## [112,] -0.6979846340 -2.338504e-01 0.268945032 0.8750000
## [113,] 0.5418485278 -3.882824e-01 -0.282875891 0.5000000
## [114,] -0.6204950614 2.294454e-01 -0.350763146 0.7500000
## [115,] -0.1223478089 9.354201e-01 -0.185657324 0.7857143
## [116,] 2.0916399801 2.294454e-01 0.953102112 0.3750000
## [117,] -0.6979846340 -3.882824e-01 -0.438661284 1.0000000
## [118,] 1.6045626665 -3.529508e-02 -0.758926099 0.4285714
## [119,] -0.6979846340 -1.006010e+00 0.239508447 0.5000000
## [120,] -0.6979846340 -2.117887e-01 0.213646979 0.8571429
## [121,] -0.6979846340 3.935812e+00 -0.491456383 0.5000000
## [122,] -0.6979846340 -1.006010e+00 0.151559344 0.5000000
## [123,] -0.6979846340 -1.006010e+00 1.972906044 0.5000000
## [124,] -0.6979846340 -3.882824e-01 -0.032355394 1.0000000
## [125,] -0.6979846340 -2.198112e-01 -0.148163657 0.9090909
## [126,] 0.0104914585 1.411986e-01 1.036907129 0.8571429
## [127,] 2.0916399801 -6.971463e-01 -0.891589861 0.2500000
## [128,] -0.6979846340 2.294454e-01 -0.376002701 0.5000000
## [129,] -0.6979846340 -1.006010e+00 -1.154182064 0.5000000
## [130,] -0.6979846340 -1.006010e+00 0.778524824 0.5000000
## [131,] 1.3684039690 -8.001010e-01 1.062196385 0.3333333
## [132,] -0.6979846340 -3.882824e-01 0.874850020 1.0000000
## [133,] 2.4901577821 3.176922e-01 -2.049527455 0.2857143
## [134,] -0.6979846340 -1.006010e+00 1.179783244 0.5000000
## [135,] -0.6979846340 -1.623738e+00 0.440719897 0.0000000
## [136,] 0.3352096675 2.353614e-02 0.394388347 0.8333333
## [137,] -0.6979846340 2.353614e-02 -0.911002946 0.3333333
## [138,] -0.6979846340 -1.006010e+00 -1.615521693 0.5000000
## [139,] -0.6979846340 -3.882824e-01 -1.075838794 0.6666667
## [140,] -0.6979846340 -2.117887e-01 -0.190222549 0.8571429
## [141,] -0.6979846340 -3.882824e-01 0.170897785 1.0000000
## [142,] -0.6979846340 -3.882824e-01 0.584014886 0.3333333
## [143,] -0.6979846340 -1.823731e-01 0.779780163 0.8333333
## [144,] -0.6979846340 -1.823731e-01 -0.393549126 0.8333333
## [145,] -0.6979846340 -1.411913e-01 0.254337536 0.8000000
## [146,] -0.6979846340 1.732883e-01 1.662356304 0.8181818
## [147,] -0.2471362115 3.979166e-01 0.089938995 0.8181818
## [148,] -0.6979846340 -3.882824e-01 -0.727000265 1.0000000
## [149,] -0.6979846340 -3.882824e-01 -1.139968068 1.0000000
## [150,] -0.6979846340 -3.882824e-01 -1.221138845 1.0000000
## [151,] 0.8960865740 1.729642e+00 1.430969001 0.5714286
## [152,] -0.6979846340 -3.882824e-01 -0.023387958 1.0000000
## [153,] 0.8960865740 1.906135e+00 0.316709360 0.7142857
## [154,] -0.6979846340 -3.882824e-01 -0.255437787 1.0000000
## [155,] -0.6979846340 -3.882824e-01 0.148906828 1.0000000
## [156,] -0.6979846340 2.353614e-02 0.812699893 0.8333333
## [157,] -0.6979846340 -3.882824e-01 0.149553902 1.0000000
## [158,] -0.6979846340 6.097419e-02 0.458113038 0.7272727
## [159,] -0.0780680531 8.471732e-01 1.737435999 0.5000000
## [160,] -0.6979846340 2.294454e-01 0.523741313 0.8333333
## [161,] -0.6979846340 2.294454e-01 -1.708140721 0.7000000
## [162,] -0.6979846340 2.856025e-01 1.073220574 0.7272727
## [163,] -0.6979846340 -3.882824e-01 1.360464724 1.0000000
## [164,] -0.6979846340 -1.823731e-01 1.692288553 0.8333333
## [165,] 0.4385290977 2.082629e+00 -0.943228832 0.6666667
## [166,] -0.6979846340 -3.882824e-01 0.501682619 1.0000000
## [167,] -0.6979846340 5.824327e-01 -0.389443466 0.6428571
## [168,] -0.6979846340 -3.882824e-01 0.327260577 1.0000000
## [169,] -0.6979846340 -1.006010e+00 0.476019809 0.5000000
## [170,] 1.7816816896 1.464901e+00 0.699095099 0.5000000
## [171,] -0.6979846340 1.058999e-01 -0.180192190 0.7000000
## [172,] -0.6979846340 -1.623738e+00 -0.219935989 0.0000000
## [173,] -0.6979846340 -1.006010e+00 -0.728753708 0.5000000
## [174,] -0.6979846340 -1.006010e+00 0.723987482 0.5000000
## [175,] -0.6979846340 -6.971463e-01 0.320014179 0.7500000
## [176,] 1.3684039690 2.353614e-02 -0.063045589 0.3333333
## [177,] 1.3684039690 -3.882824e-01 -0.494104923 0.3333333
## [178,] -0.6979846340 -1.006010e+00 -0.478257218 0.5000000
## [179,] -0.2847069134 -3.882824e-01 -1.304694017 0.3333333
## [180,] -0.6979846340 -1.623738e+00 -0.037533151 0.0000000
## [181,] -0.6979846340 -3.882824e-01 1.013838224 1.0000000
## [182,] 0.1042603531 1.646586e+00 -0.861870572 0.6470588
## [183,] 3.0215148515 2.353614e-02 -0.649198753 0.3333333
## [184,] -0.6979846340 -3.882824e-01 0.829405016 1.0000000
## [185,] -0.6979846340 -1.006010e+00 -0.184746728 0.5000000
## [186,] 1.3684039690 2.353614e-02 0.042005125 0.3333333
## [187,] 1.1617651087 2.353614e-02 -0.146356933 0.5000000
## [188,] 1.3684039690 4.353547e-01 -0.618824818 0.3333333
## [189,] -0.6979846340 -3.882824e-01 0.320254093 1.0000000
## [190,] -0.3437465878 3.176922e-01 0.421483489 0.8571429
## [191,] -0.6979846340 -6.971463e-01 1.551780556 0.7500000
## [192,] 1.3684039690 -3.882824e-01 -1.290269366 0.3333333
## [193,] -0.6979846340 -3.882824e-01 -1.707529243 1.0000000
## [194,] -0.6979846340 -1.623738e+00 -1.319296341 0.0000000
## [195,] 1.3684039690 -3.882824e-01 1.523290919 0.3333333
## [196,] -0.6979846340 -1.006010e+00 -0.463638839 0.5000000
## [197,] -0.6979846340 -5.941917e-01 0.867941411 0.8333333
## [198,] 0.0459152631 1.341355e+00 -0.097135412 0.8000000
## [199,] -0.6979846340 -3.882824e-01 0.802195430 1.0000000
## [200,] -0.6979846340 -1.823731e-01 0.616015353 0.8333333
## [201,] -0.6979846340 -3.882824e-01 -1.072978655 1.0000000
## [202,] -0.2847069134 8.471732e-01 0.441718566 0.8333333
## [203,] 0.8799848447 1.732883e-01 -2.472400245 0.7272727
## [204,] -0.6979846340 -1.006010e+00 -1.185593846 0.5000000
## [205,] -0.6979846340 -3.882824e-01 0.819712682 1.0000000
## [206,] -0.6979846340 -1.623738e+00 -1.288846767 0.0000000
## [207,] -0.6979846340 -1.623738e+00 -0.501927109 0.0000000
## [208,] 0.1285708072 8.471732e-01 -0.433798792 0.3333333
## [209,] 0.1732494797 -2.098478e-02 -0.659509647 0.7027027
## [210,] -0.2387871667 1.608090e-01 -1.117734643 0.7777778
## [211,] 1.1617651087 2.353614e-02 -0.235718068 0.6666667
## [212,] 0.4385290977 -1.823731e-01 -0.599921658 0.7916667
## [213,] -0.6979846340 -3.529508e-02 -0.502381379 0.8571429
## [214,] 0.4729689077 2.353614e-02 -0.468676124 0.6666667
## [215,] 0.2318902374 -7.941849e-02 0.307277272 0.8333333
## [216,] -0.0148112591 1.916253e-01 0.925061549 0.7346939
## [217,] -0.6153290899 -2.235550e-01 -0.533200718 0.8000000
## [218,] -0.4062591842 5.201409e-01 0.233640079 0.6470588
## [219,] -0.0780680531 3.838774e-01 0.291424893 0.7500000
## [220,] 0.8370468997 2.588610e-01 -1.896886096 0.7142857
## [221,] 1.1252994275 1.931085e-01 0.522872589 0.6176471
## [222,] -0.2211257256 -1.982123e-01 -1.190792505 0.8461538
## [223,] -0.0511151583 -1.227416e-02 -0.704599368 0.8695652
## [224,] -0.6979846340 -3.882824e-01 -0.836894635 1.0000000
## [225,] -0.6979846340 -7.941849e-02 0.715541640 0.7500000
## [226,] -0.6979846340 -3.882824e-01 0.490561233 1.0000000
## [227,] 0.1285708072 -1.137367e-01 -2.112706313 0.8333333
## [228,] -0.6979846340 3.979166e-01 -0.820844540 0.8181818
## [229,] -0.6979846340 -2.582344e-01 -0.128792003 0.8947368
## [230,] -0.4913457737 2.353614e-02 -1.375785861 0.8333333
## [231,] -0.4062591842 1.204346e-01 -1.234676529 0.5882353
## [232,] 0.6796077680 3.895971e-01 0.075175832 0.6666667
## [233,] 0.0813390677 3.655198e-06 -0.992338536 0.8000000
## [234,] -0.2551870762 -3.000356e-01 -0.102369974 0.9285714
## [235,] -0.6979846340 -2.647368e-01 1.687130915 0.9000000
## [236,] -0.0005784805 -2.338504e-01 1.825868399 0.8125000
## [237,] 0.6877112527 3.021193e-01 -1.227416620 0.6470588
## [238,] 0.3164243166 6.097419e-02 0.791852898 0.8181818
## [239,] -0.6979846340 -1.074970e-01 0.733630549 0.8181818
## [240,] 0.2318902374 1.264908e-01 0.869688691 0.5833333
## [241,] 0.5418485278 2.294454e-01 -0.429145825 0.6428571
## [242,] -0.6979846340 -3.000356e-01 1.685561088 0.7857143
## [243,] -0.6979846340 8.471732e-01 0.582769362 0.7000000
## [244,] 0.6451679580 2.294454e-01 -0.606118520 0.7000000
## [245,] -0.6979846340 -3.882824e-01 -0.271613914 1.0000000
## [246,] 2.5084804397 8.471732e-01 1.493163564 0.4137931
## [247,] -0.6979846340 -1.006010e+00 0.216716936 0.5000000
## [248,] -0.6979846340 -2.647368e-01 -0.249660247 0.9000000
## [249,] -0.0780680531 -2.338504e-01 -1.735795549 0.8750000
## [250,] -0.6979846340 -3.882824e-01 0.048537994 1.0000000
## [251,] -0.6979846340 -3.882824e-01 -0.619420730 1.0000000
## [252,] -0.6979846340 -3.882824e-01 1.019998487 1.0000000
## [253,] 0.1876104816 4.941859e-01 -1.671546293 0.7142857
## [254,] -0.6979846340 -8.001010e-01 -1.269768902 0.6666667
## [255,] -0.6979846340 -3.882824e-01 -0.044198219 0.3333333
## [256,] 0.2938818954 -1.411913e-01 0.369160597 0.4000000
## [257,] -0.6979846340 -3.882824e-01 0.876053833 1.0000000
## [258,] 0.1876104816 1.411986e-01 0.613994831 0.7142857
## [259,] -0.6979846340 8.471732e-01 -1.159173255 0.3333333
## [260,] 1.7816816896 2.353614e-02 2.436906232 0.3333333
## [261,] 1.9883205499 1.876720e+00 -1.967798028 0.3333333
## [262,] -0.6979846340 -1.006010e+00 -0.100636723 0.5000000
## [263,] 2.1359197359 1.200161e+00 0.301414126 0.2857143
## [264,] 1.1617651087 -5.941917e-01 0.372932510 0.5000000
## [265,] 0.8075270625 5.295175e-02 -1.412782533 0.6428571
## [266,] 1.3684039690 -3.882824e-01 0.771248687 0.3333333
## [267,] -0.6979846340 3.318085e+00 0.009349009 0.5000000
## [268,] -0.6979846340 -1.623738e+00 1.020014407 0.0000000
## [269,] -0.0780680531 2.294454e-01 -0.137965145 0.5000000
## [270,] -0.6979846340 -1.823731e-01 -1.708730364 0.8333333
## [271,] -0.4224661536 -1.137367e-01 -0.034108060 0.8611111
## [272,] 1.0187074362 6.571031e-01 -0.185015005 0.6346154
## [273,] 0.3352096675 2.353614e-02 -0.479501307 0.8333333
## [274,] 0.1876104816 -9.412630e-02 -1.609864408 0.8333333
## [275,] 0.5418485278 2.294454e-01 -0.177354818 0.5000000
## [276,] -0.3880263436 -2.338504e-01 -0.749320749 0.7500000
## [277,] 0.9817893272 2.493721e-01 -2.285653103 0.6451613
## [278,] -0.6979846340 -4.833175e-01 0.773404194 0.9230769
## [279,] -0.6979846340 -8.001010e-01 -0.482243819 0.3333333
## [280,] -0.5022215032 5.220533e-01 -0.790461023 0.6842105
## [281,] 1.8770534713 -8.142206e-03 -0.040378952 0.4615385
## [282,] -0.6979846340 -1.006010e+00 0.980549115 0.5000000
## [283,] -0.4500180016 3.529910e-01 0.053012664 0.4000000
## [284,] 0.5418485278 -6.971463e-01 -1.437789813 0.5000000
## [285,] 1.3684039690 2.353614e-02 -1.014424675 0.3333333
## [286,] -0.6979846340 -1.623738e+00 -0.804125080 0.0000000
## [287,] 1.7816816896 1.608090e-01 0.015289771 0.3333333
## [288,] -0.6979846340 -3.882824e-01 0.165995754 0.7142857
## [289,] -0.6979846340 2.294454e-01 0.997051238 0.5000000
## [290,] -0.6979846340 -3.882824e-01 1.601381593 1.0000000
## [291,] -0.6979846340 -3.882824e-01 1.509544641 1.0000000
## [292,] -0.5852725284 6.097419e-02 -0.193673438 0.8181818
## [293,] -0.6979846340 -3.882824e-01 0.329423850 1.0000000
## [294,] -0.4580169253 2.493721e-01 0.210156499 0.7096774
## [295,] -0.6979846340 -8.001010e-01 -1.196631121 0.6666667
## [296,] -0.6979846340 -3.882824e-01 -0.204486129 1.0000000
## [297,] -0.6979846340 -3.882824e-01 1.166745547 1.0000000
## [298,] -0.6979846340 -2.759683e-01 2.565384241 0.9090909
## [299,] -0.6979846340 -3.882824e-01 -0.445190011 1.0000000
## [300,] -0.6979846340 4.353547e-01 -0.661225520 0.8333333
## [301,] -0.6979846340 -3.882824e-01 1.648514658 1.0000000
## [302,] -0.6204950614 3.066614e-01 -1.927207294 0.8125000
## [303,] -0.6979846340 -3.882824e-01 -0.416648032 1.0000000
## [304,] -0.6979846340 -3.882824e-01 0.815180882 1.0000000
## [305,] -0.6979846340 -3.110664e-01 -0.737716432 0.9375000
## [306,] -0.6979846340 4.353547e-01 1.143703028 0.8333333
## [307,] -0.6979846340 -7.941849e-02 0.759166604 0.7500000
## [308,] -0.6979846340 -1.006010e+00 0.089548119 0.5000000
## [309,] -0.6979846340 -1.006010e+00 0.496408466 0.5000000
## [310,] -0.6979846340 2.294454e-01 -1.033739424 0.5000000
## [311,] -0.6979846340 -2.647368e-01 0.893714420 0.8000000
## [312,] -0.0780680531 -3.882824e-01 -0.982453813 0.5000000
## [313,] -0.0780680531 1.464901e+00 -1.866490964 0.5000000
## [314,] -0.6979846340 -3.882824e-01 1.010501542 1.0000000
## [315,] -0.6979846340 -3.882824e-01 -0.623846367 1.0000000
## [316,] -0.6979846340 -8.001010e-01 -1.927130414 0.6666667
## [317,] 1.7816816896 3.318085e+00 -0.101141180 0.3333333
## [318,] 0.5418485278 -3.882824e-01 1.636490679 0.6666667
## [319,] 0.5418485278 1.670810e+00 -0.842798117 0.4444444
## [320,] -0.6979846340 -3.882824e-01 0.308317153 0.3333333
## [321,] -0.2412039954 4.570294e-01 0.047326389 0.7368421
## [322,] -0.0780680531 3.318085e+00 0.216620183 0.5000000
## [323,] -0.6979846340 -1.006010e+00 1.163437065 0.5000000
## [324,] -0.6979846340 4.353547e-01 0.509108118 0.3333333
## [325,] -0.6979846340 -1.623738e+00 -0.642736614 0.0000000
## [326,] -0.3260346855 1.588447e+00 0.845736624 0.6000000
## [327,] 1.4274436434 3.765235e-01 1.263292697 0.5714286
## [328,] -0.6979846340 -1.006010e+00 -2.108303889 0.5000000
## [329,] 1.8808683426 2.047363e-01 1.125604091 0.4800000
## [330,] -0.0780680531 -1.411913e-01 -0.520862974 0.9000000
## [331,] 0.7325920912 2.769629e-01 1.076376295 0.6153846
## [332,] 1.7816816896 1.258992e+00 -1.989829184 0.3333333
## [333,] 0.3352096675 -3.882824e-01 0.722060612 0.8333333
## [334,] -0.6979846340 -1.623738e+00 -0.583824390 0.0000000
## [335,] -0.6979846340 -1.006010e+00 0.737555030 0.5000000
## [336,] -0.6979846340 -1.006010e+00 -1.154664327 0.5000000
## [337,] -0.0780680531 8.471732e-01 1.796145003 0.5000000
## [338,] -0.6979846340 4.144130e-02 0.934233541 0.7826087
## [339,] -0.0005784805 9.243892e-01 0.642481802 0.5625000
## [340,] 0.1285708072 2.353614e-02 0.567818716 0.6666667
## [341,] 1.3684039690 2.353614e-02 0.606821017 0.3333333
## [342,] -0.6979846340 -3.882824e-01 -0.606413189 1.0000000# install.packages("corrgram")
library("corrgram")## Registered S3 method overwritten by 'seriation':
## method from
## reorder.hclust gclus
# Plot
corrgram(DR2)
# Part III
Also in this repository is a data set collected from class that shows how many students thought that a TC program was related to andother TC program. Use PCA to look for components of related programs. Explain why you think there are relationships between these programs.
# Loading and organizing data
DF1 <- read.csv("TCprograms.csv", sep = "")
row.names(DF1) <- DF1$program
DF1$program <- NULL
# Generate pairwise correlations. (A little bit hard to see because of too many variables.)
CORF1 <- cor(DF1)
corrplot(CORF1, order="AOE", method="circle", tl.pos="lt", type="upper",
tl.col="black", tl.cex=0.6, tl.srt=45,
addCoef.col="black", addCoefasPercent = TRUE,
sig.level=0.50, insig = "blank")
# Scale and center the data
DF2 <- scale(DF1, center = TRUE)
pcaF <- prcomp(DF2, scale = TRUE)
# Look up for which components to keep and which to drop
pcaF$sdev## [1] 2.68011880 2.35819295 2.08837623 1.85475444 1.74647546 1.61465215
## [7] 1.59207113 1.49680316 1.46950799 1.39832279 1.34151368 1.32522578
## [13] 1.31615350 1.26719779 1.25935680 1.22415686 1.22080005 1.18665936
## [19] 1.13146408 1.12827714 1.10440089 1.07271133 1.01963172 0.99708101
## [25] 0.96874724 0.95056018 0.93258920 0.90798884 0.86457609 0.83635957
## [31] 0.81899867 0.78695006 0.76919631 0.73491065 0.72285573 0.67387137
## [37] 0.66466155 0.65147914 0.62613316 0.60459014 0.56852565 0.56052200
## [43] 0.51101216 0.50160350 0.47899354 0.45246821 0.43523791 0.41820282
## [49] 0.38199790 0.37257692 0.35015828 0.33573567 0.33081883 0.30735088
## [55] 0.28101557 0.27365616 0.23738382 0.21258776 0.18887083 0.17204118
## [61] 0.16184845 0.14754491 0.11100915 0.09770357 0.04475296 0.03938161
## [67] 0.02820270 0.00484107pcaF$sdev^2## [1] 7.183037e+00 5.561074e+00 4.361315e+00 3.440114e+00 3.050177e+00
## [6] 2.607102e+00 2.534690e+00 2.240420e+00 2.159454e+00 1.955307e+00
## [11] 1.799659e+00 1.756223e+00 1.732260e+00 1.605790e+00 1.585980e+00
## [16] 1.498560e+00 1.490353e+00 1.408160e+00 1.280211e+00 1.273009e+00
## [21] 1.219701e+00 1.150710e+00 1.039649e+00 9.941705e-01 9.384712e-01
## [26] 9.035647e-01 8.697226e-01 8.244437e-01 7.474918e-01 6.994973e-01
## [31] 6.707588e-01 6.192904e-01 5.916630e-01 5.400937e-01 5.225204e-01
## [36] 4.541026e-01 4.417750e-01 4.244251e-01 3.920427e-01 3.655292e-01
## [41] 3.232214e-01 3.141849e-01 2.611334e-01 2.516061e-01 2.294348e-01
## [46] 2.047275e-01 1.894320e-01 1.748936e-01 1.459224e-01 1.388136e-01
## [51] 1.226108e-01 1.127184e-01 1.094411e-01 9.446456e-02 7.896975e-02
## [56] 7.488770e-02 5.635108e-02 4.519356e-02 3.567219e-02 2.959817e-02
## [61] 2.619492e-02 2.176950e-02 1.232303e-02 9.545988e-03 2.002827e-03
## [66] 1.550911e-03 7.953923e-04 2.343596e-05summary(pcaF)## Importance of components:
## PC1 PC2 PC3 PC4 PC5 PC6
## Standard deviation 2.6801 2.35819 2.08838 1.85475 1.74648 1.61465
## Proportion of Variance 0.1056 0.08178 0.06414 0.05059 0.04486 0.03834
## Cumulative Proportion 0.1056 0.18741 0.25155 0.30214 0.34700 0.38534
## PC7 PC8 PC9 PC10 PC11 PC12
## Standard deviation 1.59207 1.49680 1.46951 1.39832 1.34151 1.32523
## Proportion of Variance 0.03727 0.03295 0.03176 0.02875 0.02647 0.02583
## Cumulative Proportion 0.42261 0.45556 0.48731 0.51607 0.54253 0.56836
## PC13 PC14 PC15 PC16 PC17 PC18
## Standard deviation 1.31615 1.26720 1.25936 1.22416 1.22080 1.18666
## Proportion of Variance 0.02547 0.02361 0.02332 0.02204 0.02192 0.02071
## Cumulative Proportion 0.59384 0.61745 0.64077 0.66281 0.68473 0.70544
## PC19 PC20 PC21 PC22 PC23 PC24
## Standard deviation 1.13146 1.12828 1.10440 1.07271 1.01963 0.99708
## Proportion of Variance 0.01883 0.01872 0.01794 0.01692 0.01529 0.01462
## Cumulative Proportion 0.72426 0.74298 0.76092 0.77784 0.79313 0.80775
## PC25 PC26 PC27 PC28 PC29 PC30
## Standard deviation 0.9687 0.95056 0.93259 0.90799 0.86458 0.83636
## Proportion of Variance 0.0138 0.01329 0.01279 0.01212 0.01099 0.01029
## Cumulative Proportion 0.8216 0.83484 0.84763 0.85975 0.87075 0.88103
## PC31 PC32 PC33 PC34 PC35 PC36
## Standard deviation 0.81900 0.78695 0.7692 0.73491 0.72286 0.67387
## Proportion of Variance 0.00986 0.00911 0.0087 0.00794 0.00768 0.00668
## Cumulative Proportion 0.89090 0.90001 0.9087 0.91665 0.92433 0.93101
## PC37 PC38 PC39 PC40 PC41 PC42
## Standard deviation 0.6647 0.65148 0.62613 0.60459 0.56853 0.56052
## Proportion of Variance 0.0065 0.00624 0.00577 0.00538 0.00475 0.00462
## Cumulative Proportion 0.9375 0.94375 0.94951 0.95489 0.95964 0.96426
## PC43 PC44 PC45 PC46 PC47 PC48
## Standard deviation 0.51101 0.5016 0.47899 0.45247 0.43524 0.41820
## Proportion of Variance 0.00384 0.0037 0.00337 0.00301 0.00279 0.00257
## Cumulative Proportion 0.96810 0.9718 0.97518 0.97819 0.98097 0.98355
## PC49 PC50 PC51 PC52 PC53 PC54
## Standard deviation 0.38200 0.37258 0.3502 0.33574 0.33082 0.30735
## Proportion of Variance 0.00215 0.00204 0.0018 0.00166 0.00161 0.00139
## Cumulative Proportion 0.98569 0.98773 0.9895 0.99119 0.99280 0.99419
## PC55 PC56 PC57 PC58 PC59 PC60
## Standard deviation 0.28102 0.2737 0.23738 0.21259 0.18887 0.17204
## Proportion of Variance 0.00116 0.0011 0.00083 0.00066 0.00052 0.00044
## Cumulative Proportion 0.99535 0.9965 0.99728 0.99795 0.99847 0.99891
## PC61 PC62 PC63 PC64 PC65 PC66
## Standard deviation 0.16185 0.14754 0.11101 0.09770 0.04475 0.03938
## Proportion of Variance 0.00039 0.00032 0.00018 0.00014 0.00003 0.00002
## Cumulative Proportion 0.99929 0.99961 0.99980 0.99994 0.99997 0.99999
## PC67 PC68
## Standard deviation 0.02820 0.004841
## Proportion of Variance 0.00001 0.000000
## Cumulative Proportion 1.00000 1.000000plot(pcaF, type = "lines")
# Keep 1:5
DF3 <- pcaF$x[, c(1:5)]
# Generate pairwise correlations for refined data
CORF2 <- cor(DF3)
corrplot(CORF2, order="AOE", method="circle", tl.pos="lt", type="upper",
tl.col="black", tl.cex=0.6, tl.srt=45,
addCoef.col="black", addCoefasPercent = TRUE,
sig.level=0.50, insig = "blank")
# Calculate values
pcaF$rotation## PC1 PC2
## Adult.Education 0.1921186350 -0.088298290
## Anthropology 0.0489933888 0.075127911
## Social.Studies 0.1216442297 -0.004378851
## Physiology -0.0985061093 0.242356436
## Behavior.Analysis 0.0797031662 0.194155822
## Linguistics 0.0334389983 -0.048334545
## Art.Education -0.1051463312 -0.013507534
## Teaching.English 0.0978885002 -0.069463563
## Arts.Administration 0.2081661071 -0.046201697
## Bilingual.Bicultural.Education 0.1865950648 -0.088412122
## Clinical.Psychology 0.1500685115 0.245283587
## Cognitive.Science -0.0031963920 0.115196872
## College.Advising 0.1375357535 -0.064459840
## Communication.Sciences.and.Disorders 0.0826101514 0.142475997
## Cooperation.and.Conflict.Resolution 0.2062139217 0.058438658
## Creative.Technologies -0.0426079285 -0.059638518
## Curriculum.and.Teaching 0.0432334485 -0.133709182
## Dance.Education -0.0206951122 0.018014243
## Deaf.and.Hard.of.Hearing 0.0032659897 0.199784228
## Design.and.Development.of.Digital.Games -0.0429580348 -0.095019178
## Developmental.Psychology 0.0909917184 0.150436745
## Diabetes.Education -0.0090985592 0.191270201
## Early.Childhood.Education 0.1102902713 -0.018045528
## Early.Childhood.Special.Education 0.0297953691 0.168502779
## Economics.and.Education 0.2270470880 -0.058734835
## Education.Technology 0.0699004523 -0.097199522
## Education.Leadership 0.1620926463 -0.031574515
## Education.Policy 0.2184961972 -0.057991059
## Inclusive.Education 0.1153186853 0.072016006
## English.Education 0.0627148303 -0.025905555
## Change.Leadership 0.2694467127 -0.009943220
## Nursing 0.0046599538 0.210074607
## Gifted.Education 0.0627827225 0.029098200
## Health.Education -0.0603492461 0.225187262
## Higher.and.Postsecondary.Education 0.0508754559 -0.075080071
## History 0.1802188381 -0.016108884
## Instructional.Technology.and.Media 0.0083133044 0.009463578
## Intellectual.Disability.Autism -0.0302291880 0.071406807
## International.and.Comparative.Education 0.1428244845 -0.140579126
## Kinesiology -0.0621619930 0.249868428
## Learning.Analytics 0.0381609977 -0.018347618
## Literacy 0.1030930219 -0.050963654
## Mathematics -0.0322685617 -0.012022745
## Measurement..Evaluation.and.Statistics 0.0434935502 -0.010910226
## Motor.Learning.and.Control -0.0700300739 0.051176302
## Movement.Science -0.0901817005 0.147403758
## Music 0.0089984357 -0.062612217
## Neuroscience 0.0559736199 0.228547921
## Nutrition -0.0885195912 0.113820315
## Leadership 0.1964675867 -0.056484257
## Philosophy 0.0485974274 -0.037762484
## Physical.Education 0.0003420022 0.196948862
## Politics 0.2101319512 -0.111611351
## Private.School.Leadership 0.2000059496 -0.060039089
## Psychological.Counseling 0.0383626964 0.198979336
## Psychology 0.1381331307 0.197842462
## Reading 0.1381584280 -0.007804486
## School.Psychology 0.0956961338 0.074792160
## Science.Education 0.0012498233 -0.041919009
## Sexuality..Women.and.Gender.in.Psychology 0.1464104106 0.177789635
## Social.Organizational.Psychology 0.2152133553 0.055667391
## Sociology 0.1458749376 0.159928808
## Spirituality.Mind.Body 0.1281698497 0.167807278
## School.Principals 0.2157564286 -0.035496444
## Urban.Education 0.1903039234 -0.032383358
## Counseling.Psychology 0.0833071525 0.196375584
## Communication.Media.and.Learning.Technologies 0.0509061675 0.007886966
## cluster -0.1129971482 -0.170419284
## PC3 PC4
## Adult.Education 0.007097655 -0.0593284769
## Anthropology -0.030479351 -0.1559032779
## Social.Studies -0.066627278 -0.0351597623
## Physiology 0.022927387 0.1202765964
## Behavior.Analysis 0.103987037 0.0571829713
## Linguistics 0.039783330 -0.3383217564
## Art.Education 0.053932600 0.0129649108
## Teaching.English -0.006313391 -0.2908174289
## Arts.Administration 0.149455881 0.0401227166
## Bilingual.Bicultural.Education -0.041130110 -0.1771410194
## Clinical.Psychology -0.019094723 0.0074418099
## Cognitive.Science 0.290522342 -0.1404959185
## College.Advising -0.098664944 0.0541755817
## Communication.Sciences.and.Disorders 0.069055477 -0.1356664781
## Cooperation.and.Conflict.Resolution 0.033577881 0.0373089508
## Creative.Technologies 0.232720623 -0.1119401288
## Curriculum.and.Teaching -0.074886391 -0.1318675850
## Dance.Education 0.142297740 -0.0870179087
## Deaf.and.Hard.of.Hearing 0.002189238 -0.2080451128
## Design.and.Development.of.Digital.Games 0.271687942 -0.1959542078
## Developmental.Psychology -0.002098108 -0.0009833786
## Diabetes.Education -0.030224691 -0.0125063078
## Early.Childhood.Education -0.012877356 -0.1629102301
## Early.Childhood.Special.Education -0.135196954 -0.1963357481
## Economics.and.Education -0.017250744 0.1200512898
## Education.Technology 0.244533945 -0.0090030077
## Education.Leadership -0.003720613 0.0885190188
## Education.Policy -0.048910164 0.0716636098
## Inclusive.Education -0.019436626 0.0036648857
## English.Education -0.033141448 -0.3322776622
## Change.Leadership 0.079500848 0.1326147335
## Nursing -0.062097346 0.0932838457
## Gifted.Education 0.113287179 -0.1086080230
## Health.Education -0.086396494 0.1178775064
## Higher.and.Postsecondary.Education -0.078781439 -0.0287656274
## History 0.009394429 0.0133124102
## Instructional.Technology.and.Media 0.248500078 -0.0870425625
## Intellectual.Disability.Autism -0.076065267 -0.1101258925
## International.and.Comparative.Education -0.009503724 0.0165107858
## Kinesiology 0.059195366 0.0139713299
## Learning.Analytics 0.295156174 0.0412520072
## Literacy -0.018667040 -0.2130746135
## Mathematics 0.280130556 0.0545028112
## Measurement..Evaluation.and.Statistics 0.261247276 0.0566799009
## Motor.Learning.and.Control 0.167809345 0.0812289439
## Movement.Science 0.083422277 0.0523415009
## Music 0.133917900 0.0250207309
## Neuroscience 0.165526941 0.0290894041
## Nutrition -0.101734343 -0.0156973702
## Leadership -0.052153618 0.1933504662
## Philosophy -0.009421573 0.0576185965
## Physical.Education 0.104459132 0.0433981398
## Politics -0.017868889 0.1498836646
## Private.School.Leadership 0.025288513 0.0221961497
## Psychological.Counseling -0.080070262 -0.1700182431
## Psychology 0.166720297 0.0027192553
## Reading 0.048188098 -0.0942715017
## School.Psychology -0.054770258 -0.0333497647
## Science.Education 0.097778363 -0.1010942239
## Sexuality..Women.and.Gender.in.Psychology 0.023935964 0.0788122021
## Social.Organizational.Psychology -0.070278976 -0.0112027478
## Sociology -0.027376284 0.1744233833
## Spirituality.Mind.Body -0.028766805 -0.0083618149
## School.Principals -0.035972638 0.0092023653
## Urban.Education 0.046257086 0.0748475940
## Counseling.Psychology 0.053371598 -0.0809425450
## Communication.Media.and.Learning.Technologies 0.216991495 -0.0284185757
## cluster 0.244932114 0.2326472270
## PC5 PC6
## Adult.Education 0.1344635158 -0.173487508
## Anthropology -0.0948429450 0.136914477
## Social.Studies -0.1173021226 0.208217761
## Physiology -0.0393565019 -0.031456954
## Behavior.Analysis 0.0207623838 -0.075399092
## Linguistics -0.1400383531 -0.016664549
## Art.Education -0.1540969602 -0.059346138
## Teaching.English -0.0104815141 -0.061492031
## Arts.Administration -0.1887544850 -0.065468884
## Bilingual.Bicultural.Education -0.0364630323 -0.123525188
## Clinical.Psychology -0.0319816396 -0.096077881
## Cognitive.Science 0.0654790265 0.079671885
## College.Advising 0.1637735214 -0.096883382
## Communication.Sciences.and.Disorders -0.0776513744 -0.205038330
## Cooperation.and.Conflict.Resolution 0.0202172951 0.029266856
## Creative.Technologies 0.0294270097 -0.108787690
## Curriculum.and.Teaching -0.0142648054 -0.111917468
## Dance.Education -0.2011330955 -0.106331499
## Deaf.and.Hard.of.Hearing -0.0559070396 -0.116249831
## Design.and.Development.of.Digital.Games -0.0813004040 -0.132298728
## Developmental.Psychology 0.0721993367 0.004340526
## Diabetes.Education -0.0203689869 -0.127657520
## Early.Childhood.Education 0.0877158957 -0.080012022
## Early.Childhood.Special.Education 0.1087669545 -0.049737012
## Economics.and.Education 0.1223268738 -0.013103410
## Education.Technology 0.1783724858 -0.023218185
## Education.Leadership 0.1730277059 -0.024259945
## Education.Policy 0.0103010043 0.008384321
## Inclusive.Education 0.1504038806 -0.196593380
## English.Education -0.0671543441 0.037902575
## Change.Leadership -0.0668415774 -0.123991777
## Nursing -0.1312495156 -0.086108271
## Gifted.Education 0.1591995584 -0.018365011
## Health.Education -0.0354805069 -0.193076716
## Higher.and.Postsecondary.Education 0.2071101695 0.265835526
## History -0.3567616073 0.036986542
## Instructional.Technology.and.Media 0.0356263677 -0.121815731
## Intellectual.Disability.Autism 0.0488254819 -0.082738146
## International.and.Comparative.Education 0.1029709023 -0.103042925
## Kinesiology 0.0452005159 0.066347001
## Learning.Analytics 0.0124642446 0.169185732
## Literacy -0.1284093046 0.014002377
## Mathematics 0.1262373728 0.049202441
## Measurement..Evaluation.and.Statistics 0.0347435162 0.193992249
## Motor.Learning.and.Control 0.1164255890 -0.116939191
## Movement.Science 0.0138670922 -0.183680927
## Music -0.2237243922 -0.003819157
## Neuroscience -0.0466350631 0.112745385
## Nutrition -0.0259126577 -0.155673330
## Leadership 0.0247692220 -0.012364287
## Philosophy -0.1453982982 0.144997451
## Physical.Education -0.0003965975 0.006890752
## Politics -0.0488375625 -0.002922383
## Private.School.Leadership 0.2082705652 -0.176847229
## Psychological.Counseling 0.1551701357 0.122372060
## Psychology 0.1038238839 0.006821550
## Reading -0.1911232755 0.086607441
## School.Psychology 0.0449622268 0.241305218
## Science.Education 0.1107469110 0.375909405
## Sexuality..Women.and.Gender.in.Psychology -0.1561050879 0.159181335
## Social.Organizational.Psychology -0.0654661600 0.090088264
## Sociology -0.0188475677 0.040507363
## Spirituality.Mind.Body -0.1817554833 0.101564358
## School.Principals 0.0533500550 -0.063200636
## Urban.Education -0.1969479471 -0.050414221
## Counseling.Psychology 0.1900889365 0.118532235
## Communication.Media.and.Learning.Technologies 0.0916962060 0.003993697
## cluster -0.1456328573 -0.099185287
## PC7 PC8
## Adult.Education 0.128687630 -0.0890839497
## Anthropology 0.165364480 0.0807277575
## Social.Studies -0.270420069 -0.2932816778
## Physiology 0.054201291 0.0795009641
## Behavior.Analysis 0.013376597 -0.1436362429
## Linguistics 0.149119876 -0.1120775443
## Art.Education -0.155539906 0.0442305381
## Teaching.English 0.054849452 0.1123655072
## Arts.Administration 0.034441272 0.0531272732
## Bilingual.Bicultural.Education -0.180964757 0.0287572717
## Clinical.Psychology 0.130364272 -0.0635210151
## Cognitive.Science 0.050451239 -0.0590052869
## College.Advising -0.069908753 -0.0987612114
## Communication.Sciences.and.Disorders 0.287370346 -0.1325587646
## Cooperation.and.Conflict.Resolution -0.092880869 -0.0569034074
## Creative.Technologies 0.097162950 -0.1936667796
## Curriculum.and.Teaching -0.019597091 -0.0738013502
## Dance.Education -0.302066643 0.1129382171
## Deaf.and.Hard.of.Hearing -0.187830700 -0.0735257344
## Design.and.Development.of.Digital.Games -0.021978053 -0.0303765118
## Developmental.Psychology -0.009176916 0.1642924640
## Diabetes.Education -0.130518744 0.2257363699
## Early.Childhood.Education -0.132491927 0.2169527405
## Early.Childhood.Special.Education -0.135189692 0.1169024682
## Economics.and.Education 0.050153009 0.0638035940
## Education.Technology -0.076543365 -0.0227807248
## Education.Leadership 0.089904275 0.0828452733
## Education.Policy -0.235690743 0.0062737764
## Inclusive.Education 0.097188782 0.0467807127
## English.Education 0.054340357 -0.0479795715
## Change.Leadership -0.028396045 -0.0003115049
## Nursing 0.054277860 0.0172816686
## Gifted.Education -0.291081265 0.2107773788
## Health.Education 0.038629144 -0.0024272426
## Higher.and.Postsecondary.Education 0.116640043 0.0811886593
## History 0.015435363 -0.1042654084
## Instructional.Technology.and.Media 0.099955389 0.1120697949
## Intellectual.Disability.Autism -0.019149642 0.0130036393
## International.and.Comparative.Education -0.003701591 -0.3256475641
## Kinesiology -0.035499494 0.0756652473
## Learning.Analytics 0.148504768 0.1544018331
## Literacy 0.239393952 0.2220986211
## Mathematics -0.074541368 0.1496833547
## Measurement..Evaluation.and.Statistics 0.131294781 -0.0092427300
## Motor.Learning.and.Control -0.005953134 -0.1891663493
## Movement.Science -0.025253293 -0.0657113834
## Music -0.253666147 -0.0522198366
## Neuroscience -0.020375874 -0.0394451149
## Nutrition 0.006581456 0.0059835192
## Leadership -0.023523174 0.0892964040
## Philosophy -0.009532582 -0.0483944234
## Physical.Education -0.069528271 0.1193011699
## Politics 0.043517069 0.1363530552
## Private.School.Leadership 0.066067320 0.0549499998
## Psychological.Counseling 0.007333688 -0.0045482109
## Psychology 0.060566300 -0.0750350524
## Reading -0.018634418 0.1528879538
## School.Psychology 0.073335466 -0.1056763680
## Science.Education -0.057932800 0.0685587113
## Sexuality..Women.and.Gender.in.Psychology -0.104977777 -0.0876219669
## Social.Organizational.Psychology 0.020960428 -0.1597408858
## Sociology 0.071943537 -0.0463844098
## Spirituality.Mind.Body 0.126634527 0.0123846225
## School.Principals -0.147293484 0.0388944217
## Urban.Education 0.060116890 0.2423061923
## Counseling.Psychology -0.146176025 -0.0384472490
## Communication.Media.and.Learning.Technologies -0.133234394 -0.2581791655
## cluster 0.043929616 0.0729181104
## PC9 PC10
## Adult.Education 0.009209238 -0.0746285715
## Anthropology 0.166797652 0.0714784810
## Social.Studies 0.083198674 -0.0263626349
## Physiology -0.086025025 -0.0628514058
## Behavior.Analysis 0.125762526 0.0476246626
## Linguistics -0.085692495 -0.2162244997
## Art.Education -0.006936852 -0.2233169906
## Teaching.English 0.057616714 0.0008151105
## Arts.Administration -0.103040892 -0.0108687146
## Bilingual.Bicultural.Education 0.144574465 0.1428317906
## Clinical.Psychology -0.049846625 0.0278907077
## Cognitive.Science 0.061708477 -0.0123873859
## College.Advising -0.012342115 -0.1253889294
## Communication.Sciences.and.Disorders 0.024280624 -0.0634205094
## Cooperation.and.Conflict.Resolution -0.194867126 -0.1248399175
## Creative.Technologies 0.069540589 -0.0636207576
## Curriculum.and.Teaching -0.292059793 0.0155007905
## Dance.Education -0.015981838 -0.1476127251
## Deaf.and.Hard.of.Hearing -0.112777115 -0.0932165822
## Design.and.Development.of.Digital.Games -0.026115140 -0.1103040351
## Developmental.Psychology 0.211008564 -0.2225139855
## Diabetes.Education -0.169032552 0.0527393026
## Early.Childhood.Education -0.142564984 0.1235690527
## Early.Childhood.Special.Education 0.200309038 0.0964416482
## Economics.and.Education -0.117402089 -0.1004081816
## Education.Technology 0.041326879 0.0011535477
## Education.Leadership 0.013796791 -0.2409458661
## Education.Policy 0.161044682 0.0831956388
## Inclusive.Education -0.061971504 0.1133029252
## English.Education 0.037175995 0.1725585577
## Change.Leadership -0.024713822 0.1127693638
## Nursing 0.035310347 0.1481910307
## Gifted.Education 0.106926206 -0.0255657801
## Health.Education -0.162173317 0.1244319092
## Higher.and.Postsecondary.Education -0.166606122 -0.1024350047
## History -0.009469557 -0.0181969852
## Instructional.Technology.and.Media 0.005792420 0.0404423798
## Intellectual.Disability.Autism -0.075774123 -0.3764462876
## International.and.Comparative.Education 0.062871685 -0.0097751082
## Kinesiology -0.025100145 0.0921990917
## Learning.Analytics -0.062400224 0.0964280893
## Literacy -0.007113429 0.0134586025
## Mathematics 0.034682896 -0.1677513247
## Measurement..Evaluation.and.Statistics -0.118988991 0.1501852670
## Motor.Learning.and.Control 0.022243240 -0.0302358732
## Movement.Science -0.066983526 -0.1830623955
## Music -0.153661984 0.0909010503
## Neuroscience -0.161762240 0.0531620517
## Nutrition -0.300445540 -0.0181286784
## Leadership 0.097769004 0.0729835756
## Philosophy -0.013118009 -0.3918061221
## Physical.Education 0.138959161 -0.0831700962
## Politics 0.061022151 -0.1413101204
## Private.School.Leadership 0.029158666 -0.0114065956
## Psychological.Counseling -0.119043113 0.0048864762
## Psychology 0.152654275 0.0372728874
## Reading 0.027734575 0.0829158681
## School.Psychology -0.211497162 -0.0247207538
## Science.Education -0.182948747 -0.0193018253
## Sexuality..Women.and.Gender.in.Psychology 0.136473331 -0.0837203530
## Social.Organizational.Psychology -0.145170319 0.0832620306
## Sociology -0.008575970 -0.0948423668
## Spirituality.Mind.Body 0.210318042 -0.0545027672
## School.Principals -0.246213836 0.0436462956
## Urban.Education -0.132694754 -0.0430630136
## Counseling.Psychology -0.091194476 -0.0211590344
## Communication.Media.and.Learning.Technologies -0.054480437 0.1860185536
## cluster -0.069511320 0.0899279230
## PC11 PC12
## Adult.Education 0.0388165369 -0.028395746
## Anthropology 0.0009347389 0.077381870
## Social.Studies -0.0547542813 0.029960099
## Physiology -0.2318333702 0.108542659
## Behavior.Analysis 0.0454418988 -0.020544005
## Linguistics -0.0726966136 -0.023904671
## Art.Education 0.2270493129 0.155456392
## Teaching.English -0.0442329788 0.185968963
## Arts.Administration 0.0578417942 -0.056450174
## Bilingual.Bicultural.Education -0.1763293082 0.033775176
## Clinical.Psychology -0.0020904085 -0.140679890
## Cognitive.Science -0.2151545373 -0.009682585
## College.Advising -0.1614644227 -0.010758565
## Communication.Sciences.and.Disorders 0.1809614297 0.019871345
## Cooperation.and.Conflict.Resolution 0.0678975645 -0.159307108
## Creative.Technologies 0.1005710135 -0.026340551
## Curriculum.and.Teaching -0.1798287796 0.036968262
## Dance.Education -0.1024924644 -0.089829493
## Deaf.and.Hard.of.Hearing 0.1022495002 -0.115779877
## Design.and.Development.of.Digital.Games -0.0570882294 -0.143045455
## Developmental.Psychology 0.1267324200 -0.113509067
## Diabetes.Education 0.0134288737 0.008432825
## Early.Childhood.Education 0.0470251220 0.009386469
## Early.Childhood.Special.Education 0.0706532352 -0.070237233
## Economics.and.Education 0.0691943748 0.059441802
## Education.Technology -0.0470958318 0.074520026
## Education.Leadership 0.1192646812 0.125386880
## Education.Policy 0.0266916585 -0.016733090
## Inclusive.Education 0.2361003025 -0.088463660
## English.Education 0.0371945273 -0.050839946
## Change.Leadership -0.0923083963 -0.016821099
## Nursing 0.0004418988 -0.036283429
## Gifted.Education -0.0374200145 0.218662005
## Health.Education -0.0814297660 0.166142237
## Higher.and.Postsecondary.Education 0.0587048281 0.161109948
## History 0.0349521497 0.107541990
## Instructional.Technology.and.Media -0.2632384355 0.203379879
## Intellectual.Disability.Autism -0.0764389950 -0.235690585
## International.and.Comparative.Education -0.2687829100 0.047594811
## Kinesiology -0.0727294590 0.154298518
## Learning.Analytics -0.1315514539 -0.075446986
## Literacy -0.0714787361 -0.021765099
## Mathematics 0.0486907563 0.001522869
## Measurement..Evaluation.and.Statistics -0.0861385365 -0.166378083
## Motor.Learning.and.Control 0.1682258466 0.315408811
## Movement.Science 0.0779169233 -0.115136368
## Music 0.1619662570 -0.141795509
## Neuroscience -0.0084890485 -0.059486886
## Nutrition -0.2618102602 0.126331382
## Leadership -0.1081049365 -0.363709509
## Philosophy -0.0158849849 0.179697261
## Physical.Education -0.0183045552 0.117784633
## Politics -0.0509871880 0.030266219
## Private.School.Leadership 0.0060776753 0.059983887
## Psychological.Counseling 0.1504063580 0.032718809
## Psychology 0.0705028151 -0.128508721
## Reading 0.1006233777 0.209211121
## School.Psychology -0.0271568778 -0.019087083
## Science.Education 0.0834600129 -0.110575865
## Sexuality..Women.and.Gender.in.Psychology -0.1861029561 0.087139358
## Social.Organizational.Psychology 0.2206555917 0.175719797
## Sociology -0.1736789554 0.056332720
## Spirituality.Mind.Body -0.0041339349 0.024959407
## School.Principals -0.0226853806 0.077301921
## Urban.Education 0.1196792379 0.035359447
## Counseling.Psychology -0.0985265622 -0.085032860
## Communication.Media.and.Learning.Technologies 0.1606907265 0.189202679
## cluster 0.0895682558 -0.007792876
## PC13 PC14
## Adult.Education 0.017909366 -0.1197627649
## Anthropology -0.139389971 -0.0200348140
## Social.Studies -0.072993136 0.1840535553
## Physiology 0.073137371 -0.0010604320
## Behavior.Analysis 0.156499481 -0.2671520515
## Linguistics 0.127450134 -0.0184139237
## Art.Education 0.209427893 -0.0516454897
## Teaching.English 0.067983647 -0.0675980491
## Arts.Administration -0.004348303 -0.0240383247
## Bilingual.Bicultural.Education 0.066394893 0.0074535012
## Clinical.Psychology -0.002034491 0.0386941960
## Cognitive.Science -0.003858912 -0.0197954613
## College.Advising -0.252231030 -0.0368005083
## Communication.Sciences.and.Disorders 0.041610193 -0.0795875016
## Cooperation.and.Conflict.Resolution -0.119315131 -0.0587615258
## Creative.Technologies -0.115575092 -0.0005060871
## Curriculum.and.Teaching 0.100093173 0.0609436609
## Dance.Education -0.149730078 0.0220074423
## Deaf.and.Hard.of.Hearing -0.185508775 -0.0321119114
## Design.and.Development.of.Digital.Games -0.089685046 0.1654583873
## Developmental.Psychology 0.159441656 -0.0014277998
## Diabetes.Education -0.148194272 -0.0007250560
## Early.Childhood.Education 0.165512242 -0.0199373781
## Early.Childhood.Special.Education 0.031381077 -0.1272103159
## Economics.and.Education -0.039233027 -0.1975864253
## Education.Technology 0.257335363 0.2068447289
## Education.Leadership -0.088790038 0.3246872785
## Education.Policy 0.057937075 0.0054827248
## Inclusive.Education 0.004306408 0.0765101739
## English.Education -0.022824888 -0.0049398461
## Change.Leadership -0.048501010 -0.0912655857
## Nursing -0.122999008 0.0842859143
## Gifted.Education 0.137134770 0.0986249225
## Health.Education 0.201826385 0.1324322064
## Higher.and.Postsecondary.Education -0.048712518 0.0419398239
## History 0.008665555 0.1408723129
## Instructional.Technology.and.Media -0.175525724 -0.0155796878
## Intellectual.Disability.Autism -0.194446098 0.1094672062
## International.and.Comparative.Education 0.029546671 -0.0713925112
## Kinesiology -0.088785859 -0.2141640834
## Learning.Analytics -0.225019981 -0.0036599302
## Literacy 0.211669357 -0.0654887987
## Mathematics -0.084489086 -0.2480172201
## Measurement..Evaluation.and.Statistics 0.200138601 0.1126601691
## Motor.Learning.and.Control -0.012808831 0.0496614837
## Movement.Science 0.185778056 0.0424787380
## Music 0.122093475 0.0743737563
## Neuroscience 0.017785140 -0.0057095398
## Nutrition 0.167109886 0.0499821315
## Leadership 0.094627322 -0.1298425356
## Philosophy 0.178601477 -0.2984956876
## Physical.Education -0.079561744 0.0638348447
## Politics 0.027177881 0.0880016792
## Private.School.Leadership -0.044775149 0.2131846003
## Psychological.Counseling -0.033892720 0.1526197872
## Psychology 0.179683477 0.0853600756
## Reading -0.192994864 0.0119749806
## School.Psychology -0.012414815 -0.2162328369
## Science.Education 0.175623431 0.1512575363
## Sexuality..Women.and.Gender.in.Psychology 0.063270050 0.0176453571
## Social.Organizational.Psychology -0.120964454 0.0949045457
## Sociology 0.002553103 0.1282976542
## Spirituality.Mind.Body 0.024796416 0.2087754549
## School.Principals 0.003458063 -0.0524811233
## Urban.Education 0.006715360 -0.1398560176
## Counseling.Psychology -0.011462693 -0.0203930356
## Communication.Media.and.Learning.Technologies -0.023358846 -0.1866746682
## cluster -0.062187724 0.0869850035
## PC15 PC16
## Adult.Education 0.1473665419 -0.13485164
## Anthropology -0.2422677668 -0.30856400
## Social.Studies -0.1093142580 -0.01478542
## Physiology -0.0407035872 -0.12035547
## Behavior.Analysis 0.0513947848 0.05777962
## Linguistics -0.0711129558 0.09368031
## Art.Education 0.1016795515 -0.27988514
## Teaching.English -0.1053695163 0.08344418
## Arts.Administration -0.0776463805 0.08562973
## Bilingual.Bicultural.Education -0.0655263456 -0.10182909
## Clinical.Psychology -0.0264222115 -0.03026119
## Cognitive.Science 0.0420859147 0.03468312
## College.Advising -0.1330142568 0.08447986
## Communication.Sciences.and.Disorders 0.0595672888 0.09636306
## Cooperation.and.Conflict.Resolution -0.1180076102 0.01847531
## Creative.Technologies 0.0771475205 -0.16509500
## Curriculum.and.Teaching -0.3344406805 0.18025383
## Dance.Education -0.0089381337 0.01199659
## Deaf.and.Hard.of.Hearing 0.1727285600 0.16730063
## Design.and.Development.of.Digital.Games 0.1230611632 0.07687915
## Developmental.Psychology -0.0608755093 0.18144440
## Diabetes.Education 0.1718903141 0.07692526
## Early.Childhood.Education 0.1804031232 -0.21228534
## Early.Childhood.Special.Education 0.0709451933 -0.04809636
## Economics.and.Education 0.0009014088 -0.02759368
## Education.Technology 0.0717560543 0.19923086
## Education.Leadership 0.1145940673 0.03447673
## Education.Policy 0.1557389428 0.08556396
## Inclusive.Education -0.1406772065 0.08218429
## English.Education 0.1673635674 -0.15879601
## Change.Leadership 0.0828294061 -0.07644701
## Nursing -0.1099052245 0.09579623
## Gifted.Education -0.0647144816 -0.03017706
## Health.Education -0.0501161395 0.03513918
## Higher.and.Postsecondary.Education -0.0044070781 -0.15850896
## History 0.0997186497 0.04996035
## Instructional.Technology.and.Media 0.0702514193 -0.16591896
## Intellectual.Disability.Autism 0.0147012297 -0.11756365
## International.and.Comparative.Education 0.0845421781 0.01567703
## Kinesiology 0.1710485614 0.18763386
## Learning.Analytics 0.0878822790 -0.06066754
## Literacy -0.1327441850 0.16390500
## Mathematics -0.1664489528 0.13352624
## Measurement..Evaluation.and.Statistics 0.0555234361 0.07372913
## Motor.Learning.and.Control -0.1136546250 0.02611344
## Movement.Science 0.0340272873 -0.34008701
## Music -0.1788989356 -0.05296652
## Neuroscience -0.2659149646 -0.20230460
## Nutrition 0.0930380291 -0.03925833
## Leadership -0.0303043937 -0.10830638
## Philosophy -0.0351425018 0.01227535
## Physical.Education -0.0506793813 0.21889213
## Politics -0.0693310194 -0.13697017
## Private.School.Leadership -0.0661200423 -0.03761218
## Psychological.Counseling -0.0538618207 -0.07843059
## Psychology -0.0254687740 -0.01404533
## Reading -0.0738701085 -0.03991811
## School.Psychology 0.1811994741 0.03591226
## Science.Education 0.1676301019 0.06616749
## Sexuality..Women.and.Gender.in.Psychology 0.1666869642 -0.02271572
## Social.Organizational.Psychology 0.1096749459 0.12335509
## Sociology 0.0631617275 -0.05644933
## Spirituality.Mind.Body 0.0333880276 -0.07139044
## School.Principals 0.1574569272 -0.04863791
## Urban.Education -0.0346614132 0.03588487
## Counseling.Psychology -0.2605656466 -0.07420619
## Communication.Media.and.Learning.Technologies -0.1427172999 -0.10989720
## cluster 0.0557035280 -0.03330071
## PC17 PC18
## Adult.Education -0.0664740398 7.028284e-04
## Anthropology 0.0780100239 -1.298750e-01
## Social.Studies -0.1467816394 -1.469497e-02
## Physiology -0.0588090091 -9.664011e-02
## Behavior.Analysis 0.1569989553 6.253698e-02
## Linguistics -0.0255014351 2.202542e-02
## Art.Education 0.0645524313 -6.718123e-02
## Teaching.English 0.1652793763 2.462447e-01
## Arts.Administration -0.0256181168 -1.311019e-01
## Bilingual.Bicultural.Education -0.0279695507 -1.007143e-02
## Clinical.Psychology 0.2651362573 -2.987878e-02
## Cognitive.Science -0.1677496949 -6.931740e-02
## College.Advising -0.2313855036 9.532411e-02
## Communication.Sciences.and.Disorders -0.0041673210 4.345610e-03
## Cooperation.and.Conflict.Resolution 0.0026950814 -2.125062e-02
## Creative.Technologies -0.1026148598 -5.053231e-02
## Curriculum.and.Teaching 0.1219052429 -3.862756e-02
## Dance.Education 0.2443592767 -1.078593e-01
## Deaf.and.Hard.of.Hearing 0.0942503030 1.388505e-01
## Design.and.Development.of.Digital.Games -0.0368656650 -1.377004e-01
## Developmental.Psychology -0.3002004707 1.072415e-01
## Diabetes.Education 0.0324992008 2.950810e-01
## Early.Childhood.Education -0.1628641570 6.417156e-02
## Early.Childhood.Special.Education 0.0004438587 8.725206e-03
## Economics.and.Education -0.1815424383 8.596873e-02
## Education.Technology 0.1638952318 -6.219278e-05
## Education.Leadership 0.2370423482 6.038177e-02
## Education.Policy -0.0670223773 -9.081893e-02
## Inclusive.Education -0.1875235607 -2.901404e-01
## English.Education -0.0579754033 2.413191e-01
## Change.Leadership -0.0692402497 -4.794906e-02
## Nursing 0.1518129995 2.537357e-01
## Gifted.Education 0.1643554283 -9.050978e-02
## Health.Education -0.1376207458 -8.129825e-02
## Higher.and.Postsecondary.Education 0.0513919193 6.066115e-02
## History -0.0562342429 9.864935e-02
## Instructional.Technology.and.Media -0.0075011933 -1.173812e-01
## Intellectual.Disability.Autism -0.0504993908 -8.272798e-02
## International.and.Comparative.Education -0.0394093925 6.554713e-02
## Kinesiology -0.0404380138 -2.639170e-02
## Learning.Analytics -0.0397736542 6.966830e-02
## Literacy -0.0829212898 -8.886314e-02
## Mathematics 0.0304609314 -1.067933e-03
## Measurement..Evaluation.and.Statistics -0.0493928842 2.007494e-01
## Motor.Learning.and.Control -0.0565049960 -9.053608e-03
## Movement.Science -0.0810202832 1.441314e-01
## Music -0.0986272635 6.580407e-02
## Neuroscience -0.0300821037 1.435784e-01
## Nutrition -0.1294964335 -3.055158e-02
## Leadership 0.0021584418 -8.024353e-02
## Philosophy -0.0675214746 1.602848e-01
## Physical.Education -0.2363507508 -1.012693e-01
## Politics 0.1081460816 5.607272e-03
## Private.School.Leadership 0.0343809753 1.985675e-01
## Psychological.Counseling -0.1153954126 -1.887788e-01
## Psychology 0.1184968432 -1.781733e-02
## Reading -0.2351020905 1.253651e-01
## School.Psychology 0.2282347754 -2.648150e-01
## Science.Education -0.0712749380 2.773500e-02
## Sexuality..Women.and.Gender.in.Psychology -0.0270899836 -8.427872e-02
## Social.Organizational.Psychology -0.0101499939 -8.641400e-02
## Sociology 0.0503670614 2.148689e-01
## Spirituality.Mind.Body 0.0366570471 -1.638311e-01
## School.Principals 0.0076858605 -1.718715e-01
## Urban.Education 0.1248946767 -7.098095e-02
## Counseling.Psychology 0.0673541592 7.755016e-02
## Communication.Media.and.Learning.Technologies 0.0918423748 5.585796e-03
## cluster -0.0370037365 1.366209e-02
## PC19 PC20
## Adult.Education 0.141748493 -0.122762663
## Anthropology -0.016848615 0.049620731
## Social.Studies 0.115132504 0.035998701
## Physiology -0.082553089 0.143622918
## Behavior.Analysis -0.327443837 0.086400241
## Linguistics 0.122168695 0.104050861
## Art.Education 0.054178652 -0.056149644
## Teaching.English 0.136925802 -0.083512934
## Arts.Administration -0.071637541 -0.212462825
## Bilingual.Bicultural.Education 0.009018152 -0.101871005
## Clinical.Psychology 0.066290801 -0.054861720
## Cognitive.Science 0.195793436 0.041994247
## College.Advising -0.095709258 -0.221784056
## Communication.Sciences.and.Disorders -0.141766651 -0.007105148
## Cooperation.and.Conflict.Resolution 0.242590863 0.147655534
## Creative.Technologies 0.185570955 -0.167205110
## Curriculum.and.Teaching -0.199631372 -0.110866066
## Dance.Education -0.129705291 -0.163979468
## Deaf.and.Hard.of.Hearing -0.087206205 0.063698787
## Design.and.Development.of.Digital.Games 0.068816246 0.010725323
## Developmental.Psychology 0.018667866 -0.028772644
## Diabetes.Education 0.084181504 0.036616073
## Early.Childhood.Education -0.006827742 0.184702493
## Early.Childhood.Special.Education -0.021010674 -0.378899713
## Economics.and.Education -0.034709677 -0.088702265
## Education.Technology -0.069781418 0.044060655
## Education.Leadership -0.050875705 0.075098297
## Education.Policy 0.207274094 0.205343439
## Inclusive.Education -0.073356243 0.085731391
## English.Education -0.199086775 0.147559495
## Change.Leadership 0.056563432 0.034829126
## Nursing 0.160830265 -0.121773996
## Gifted.Education 0.088671357 0.012779316
## Health.Education 0.075774490 0.059144802
## Higher.and.Postsecondary.Education -0.199153329 -0.147773498
## History -0.079906233 0.029353298
## Instructional.Technology.and.Media 0.024214254 -0.032926602
## Intellectual.Disability.Autism -0.177523960 0.247127356
## International.and.Comparative.Education -0.152053145 0.108094056
## Kinesiology -0.093668239 0.018334861
## Learning.Analytics -0.003227003 -0.125363637
## Literacy 0.086839167 0.022790742
## Mathematics -0.011477240 0.247950549
## Measurement..Evaluation.and.Statistics -0.064580180 -0.110156743
## Motor.Learning.and.Control -0.108537289 -0.032293659
## Movement.Science -0.064311045 -0.151330744
## Music -0.111414080 -0.144138791
## Neuroscience 0.076598969 -0.009234991
## Nutrition -0.030747469 0.040537191
## Leadership -0.109248079 0.027721804
## Philosophy 0.084774564 -0.065772784
## Physical.Education -0.099028285 -0.240029824
## Politics -0.080875707 0.064322605
## Private.School.Leadership -0.038700098 -0.089407159
## Psychological.Counseling 0.133232099 -0.085888620
## Psychology -0.002133279 0.106434150
## Reading -0.266023792 0.229252162
## School.Psychology -0.012642657 -0.128195344
## Science.Education -0.077195155 -0.069820460
## Sexuality..Women.and.Gender.in.Psychology -0.093963457 -0.118167175
## Social.Organizational.Psychology 0.081928021 0.016935906
## Sociology 0.260357008 0.022889903
## Spirituality.Mind.Body -0.190653871 -0.012520422
## School.Principals -0.053345500 -0.081583213
## Urban.Education 0.115670649 0.041368765
## Counseling.Psychology -0.059612317 0.110282628
## Communication.Media.and.Learning.Technologies 0.023992843 0.083328418
## cluster -0.017495718 0.014265203
## PC21 PC22
## Adult.Education -0.1317468675 0.141611313
## Anthropology -0.2147292360 0.084939602
## Social.Studies 0.0378858405 0.071212836
## Physiology 0.0090333385 0.059188017
## Behavior.Analysis -0.1039741363 -0.078049520
## Linguistics 0.0352426968 0.015201060
## Art.Education -0.0209008502 -0.135745837
## Teaching.English -0.0575152304 -0.152699741
## Arts.Administration 0.1327240680 0.009416764
## Bilingual.Bicultural.Education 0.1270751229 -0.127072070
## Clinical.Psychology -0.0422177376 0.076379154
## Cognitive.Science 0.1925300031 -0.085663646
## College.Advising -0.0265573947 -0.042617412
## Communication.Sciences.and.Disorders -0.0523767943 0.079917352
## Cooperation.and.Conflict.Resolution 0.1219123730 -0.080542862
## Creative.Technologies 0.1535648097 0.078557084
## Curriculum.and.Teaching -0.0184639939 -0.141370014
## Dance.Education -0.0264133970 0.176192069
## Deaf.and.Hard.of.Hearing 0.0185147772 0.176413314
## Design.and.Development.of.Digital.Games -0.0111425684 0.093495916
## Developmental.Psychology -0.2231928200 -0.148836209
## Diabetes.Education 0.0096351987 0.101273423
## Early.Childhood.Education 0.1106268908 -0.109383248
## Early.Childhood.Special.Education 0.0292713285 0.003135083
## Economics.and.Education 0.0921193328 0.276851989
## Education.Technology -0.0643892123 0.111922301
## Education.Leadership 0.0775609519 -0.044239581
## Education.Policy -0.0337525781 0.118157582
## Inclusive.Education 0.0017836374 0.082812521
## English.Education 0.0770041911 0.095626861
## Change.Leadership -0.0554738292 -0.011596751
## Nursing -0.0719937603 -0.119830771
## Gifted.Education 0.0703745208 0.031478972
## Health.Education 0.1355114840 -0.065011992
## Higher.and.Postsecondary.Education 0.1968209569 0.096803995
## History 0.0784580664 -0.167306500
## Instructional.Technology.and.Media -0.2638217026 -0.095535966
## Intellectual.Disability.Autism -0.1431766075 -0.195225467
## International.and.Comparative.Education -0.1271159667 -0.113799881
## Kinesiology -0.1535829327 0.004332937
## Learning.Analytics 0.0275219987 0.012665294
## Literacy -0.0502477143 0.133279709
## Mathematics -0.0303641284 -0.182892517
## Measurement..Evaluation.and.Statistics 0.0180983570 0.042869770
## Motor.Learning.and.Control -0.0875031700 0.259448273
## Movement.Science 0.1444404138 -0.181248706
## Music -0.2546064447 0.134981741
## Neuroscience -0.1291057407 -0.115192406
## Nutrition 0.0362777211 0.190705623
## Leadership 0.0220389075 0.004363584
## Philosophy 0.0008669907 0.055784677
## Physical.Education 0.2209997619 -0.054134328
## Politics -0.0883237166 0.252347746
## Private.School.Leadership -0.0155961759 -0.228962657
## Psychological.Counseling -0.2799213815 -0.015491063
## Psychology 0.1602544214 -0.001195961
## Reading 0.0882607260 -0.008552964
## School.Psychology 0.1503041203 -0.170042282
## Science.Education -0.2695053949 -0.045123405
## Sexuality..Women.and.Gender.in.Psychology -0.0611757664 -0.029217070
## Social.Organizational.Psychology -0.0053520664 -0.183784646
## Sociology -0.1551102189 0.159154897
## Spirituality.Mind.Body 0.0888932576 -0.014166525
## School.Principals -0.1746069350 -0.106322055
## Urban.Education 0.0650939911 -0.010083086
## Counseling.Psychology 0.2386164064 0.171019980
## Communication.Media.and.Learning.Technologies -0.0187418781 -0.024596027
## cluster 0.0116509420 -0.126822044
## PC23 PC24
## Adult.Education -0.1733726740 -0.005481576
## Anthropology 0.1308444884 -0.102694998
## Social.Studies -0.1089347532 0.111590096
## Physiology -0.0426776354 0.062367483
## Behavior.Analysis -0.0362642834 0.069418941
## Linguistics 0.0155629749 0.292638532
## Art.Education 0.0437361699 -0.103627274
## Teaching.English -0.1530078649 -0.075623459
## Arts.Administration 0.1116284543 -0.162202925
## Bilingual.Bicultural.Education -0.2303070332 0.028296101
## Clinical.Psychology 0.0452542752 -0.104475160
## Cognitive.Science 0.1134231058 -0.153700174
## College.Advising 0.1788286463 -0.237686298
## Communication.Sciences.and.Disorders -0.1098793880 -0.071417122
## Cooperation.and.Conflict.Resolution -0.0340122890 -0.129640820
## Creative.Technologies -0.0042520472 -0.006688403
## Curriculum.and.Teaching -0.0798718860 -0.168645762
## Dance.Education 0.1253606890 -0.046271023
## Deaf.and.Hard.of.Hearing 0.0002151358 0.192996599
## Design.and.Development.of.Digital.Games 0.1693887315 -0.092450552
## Developmental.Psychology 0.0212163389 0.002156834
## Diabetes.Education -0.1746256413 -0.023659181
## Early.Childhood.Education 0.1842425489 -0.261198308
## Early.Childhood.Special.Education 0.0742860343 0.027192353
## Economics.and.Education 0.0490777243 0.126186369
## Education.Technology 0.0771977371 -0.026885509
## Education.Leadership 0.1738222621 -0.051671865
## Education.Policy -0.0684936636 0.056024972
## Inclusive.Education -0.1578778461 -0.165801815
## English.Education 0.0508505437 -0.182848869
## Change.Leadership 0.0377034768 0.195770156
## Nursing 0.1206128365 -0.042889168
## Gifted.Education -0.0518468603 0.034817501
## Health.Education 0.0598617461 -0.056087445
## Higher.and.Postsecondary.Education 0.0434613719 0.043181072
## History 0.0839268948 0.064074540
## Instructional.Technology.and.Media -0.1678919996 0.096411370
## Intellectual.Disability.Autism -0.0419640469 -0.021102868
## International.and.Comparative.Education 0.0672261504 0.021484667
## Kinesiology 0.0061307050 -0.035185454
## Learning.Analytics -0.1933378058 0.096751530
## Literacy 0.2526569306 0.174805459
## Mathematics -0.0680034452 -0.040540734
## Measurement..Evaluation.and.Statistics -0.0781918839 -0.103537181
## Motor.Learning.and.Control 0.1568403870 0.051965447
## Movement.Science 0.0153516210 0.167140382
## Music -0.2111266994 -0.063478065
## Neuroscience 0.1188503911 0.128857608
## Nutrition -0.0576241167 0.078265301
## Leadership 0.1797435659 0.118741095
## Philosophy -0.1751186405 -0.168923092
## Physical.Education -0.0389779941 0.066085693
## Politics -0.2302011590 -0.062536439
## Private.School.Leadership 0.0093075479 0.255102555
## Psychological.Counseling -0.0570297753 -0.029943541
## Psychology -0.2042074656 -0.162005583
## Reading 0.0103767596 -0.108941543
## School.Psychology -0.1093339052 -0.095631326
## Science.Education 0.0951133246 0.108020459
## Sexuality..Women.and.Gender.in.Psychology 0.1294985327 -0.115503534
## Social.Organizational.Psychology -0.1107280886 0.139139866
## Sociology 0.1014739202 -0.251835595
## Spirituality.Mind.Body -0.1213330192 0.096635003
## School.Principals 0.0320663978 0.005795314
## Urban.Education 0.1517819637 0.150550034
## Counseling.Psychology -0.0625993744 0.140698423
## Communication.Media.and.Learning.Technologies 0.2299241389 0.030613490
## cluster -0.1077416825 -0.021685289
## PC25 PC26
## Adult.Education 0.190854727 0.018317797
## Anthropology -0.005827185 0.180609295
## Social.Studies -0.064790378 -0.056874672
## Physiology -0.084984559 0.157261096
## Behavior.Analysis -0.082547081 -0.163509233
## Linguistics -0.044593693 -0.186126713
## Art.Education -0.021793741 -0.209568603
## Teaching.English 0.109028926 0.089924749
## Arts.Administration -0.148664542 0.190730417
## Bilingual.Bicultural.Education -0.028253259 -0.222834062
## Clinical.Psychology 0.091791343 -0.089678688
## Cognitive.Science 0.041845506 -0.060601827
## College.Advising 0.120817658 0.142467878
## Communication.Sciences.and.Disorders -0.214229746 0.055238779
## Cooperation.and.Conflict.Resolution 0.137333790 -0.094347431
## Creative.Technologies -0.339901443 0.067404521
## Curriculum.and.Teaching 0.107666133 -0.044832780
## Dance.Education 0.021999251 -0.112930537
## Deaf.and.Hard.of.Hearing 0.032902049 0.060016395
## Design.and.Development.of.Digital.Games 0.012544304 -0.208539217
## Developmental.Psychology -0.075688236 -0.075822636
## Diabetes.Education -0.043263706 0.101117124
## Early.Childhood.Education -0.076043045 0.068733538
## Early.Childhood.Special.Education 0.049129900 0.097837887
## Economics.and.Education -0.069426661 -0.036454196
## Education.Technology -0.123012689 0.103360589
## Education.Leadership 0.069414967 -0.046897451
## Education.Policy 0.057243412 0.013928201
## Inclusive.Education -0.147740512 -0.211723011
## English.Education -0.018951378 0.115072305
## Change.Leadership 0.106579326 0.030466630
## Nursing -0.267224536 -0.075204607
## Gifted.Education -0.241883971 0.158279344
## Health.Education 0.016009972 -0.120781677
## Higher.and.Postsecondary.Education -0.068362120 -0.299658103
## History -0.033898049 -0.013465653
## Instructional.Technology.and.Media 0.055085076 -0.047052098
## Intellectual.Disability.Autism -0.090874518 0.114965892
## International.and.Comparative.Education -0.180396205 0.103396290
## Kinesiology -0.025243812 -0.360743603
## Learning.Analytics 0.090681182 -0.079649237
## Literacy 0.118101447 0.007515231
## Mathematics 0.119150953 0.172757159
## Measurement..Evaluation.and.Statistics 0.009627855 0.045627073
## Motor.Learning.and.Control 0.260550890 0.083170351
## Movement.Science 0.253093970 0.050480470
## Music 0.106211499 0.034241120
## Neuroscience -0.233631129 0.048441110
## Nutrition 0.036057908 0.174837232
## Leadership -0.065560927 -0.041652983
## Philosophy -0.091308445 -0.020373802
## Physical.Education -0.092888070 0.161106250
## Politics -0.187674916 -0.014755880
## Private.School.Leadership 0.006094552 -0.116239426
## Psychological.Counseling 0.017843648 -0.044577440
## Psychology 0.264671122 0.046574714
## Reading 0.111319596 -0.128026095
## School.Psychology -0.053594618 0.119136791
## Science.Education -0.017309272 0.073228195
## Sexuality..Women.and.Gender.in.Psychology 0.157491148 -0.078719617
## Social.Organizational.Psychology 0.010230815 0.185027431
## Sociology -0.003709177 -0.039163177
## Spirituality.Mind.Body 0.092074967 0.108095488
## School.Principals -0.077635858 -0.024967334
## Urban.Education 0.081144735 0.108139762
## Counseling.Psychology -0.051989333 -0.064873402
## Communication.Media.and.Learning.Technologies 0.003245358 -0.002113348
## cluster -0.071213394 -0.009933261
## PC27 PC28
## Adult.Education -0.073840594 -0.227950249
## Anthropology 0.222646086 -0.087753285
## Social.Studies -0.015918781 -0.011107993
## Physiology 0.204652622 -0.151585907
## Behavior.Analysis 0.073396533 0.016549289
## Linguistics -0.159657156 0.026497042
## Art.Education -0.022438580 -0.071706196
## Teaching.English 0.191349895 -0.147505309
## Arts.Administration 0.030628598 -0.117264944
## Bilingual.Bicultural.Education 0.062251618 -0.117010155
## Clinical.Psychology -0.113175326 0.052632610
## Cognitive.Science -0.227404821 -0.077079995
## College.Advising -0.083796575 0.070128924
## Communication.Sciences.and.Disorders -0.093806752 -0.155739045
## Cooperation.and.Conflict.Resolution 0.284979448 -0.254853045
## Creative.Technologies 0.182717473 0.219962570
## Curriculum.and.Teaching -0.021550182 0.149195502
## Dance.Education 0.050838389 0.042839422
## Deaf.and.Hard.of.Hearing 0.037353754 -0.079112065
## Design.and.Development.of.Digital.Games 0.098536010 -0.102888194
## Developmental.Psychology 0.081418412 0.071092342
## Diabetes.Education -0.046926328 0.267646158
## Early.Childhood.Education -0.090452565 -0.075068338
## Early.Childhood.Special.Education -0.027050060 0.074388500
## Economics.and.Education -0.126156069 -0.050610320
## Education.Technology 0.008269771 -0.033960105
## Education.Leadership 0.186659026 0.055663529
## Education.Policy 0.085846934 -0.028783459
## Inclusive.Education -0.033358318 0.202487876
## English.Education 0.182082107 0.083600993
## Change.Leadership -0.018910022 -0.015591291
## Nursing -0.177610615 -0.271289269
## Gifted.Education -0.157880009 -0.084415083
## Health.Education 0.079132164 -0.076871521
## Higher.and.Postsecondary.Education 0.016969056 -0.034049285
## History 0.091898245 0.168376608
## Instructional.Technology.and.Media -0.044005961 0.132558647
## Intellectual.Disability.Autism -0.048844522 -0.077955192
## International.and.Comparative.Education -0.028341582 0.109376221
## Kinesiology 0.198332194 -0.072701314
## Learning.Analytics 0.004618394 0.008374565
## Literacy 0.096153666 0.045351365
## Mathematics -0.027688082 -0.002355713
## Measurement..Evaluation.and.Statistics 0.075303666 -0.101733417
## Motor.Learning.and.Control -0.076871978 -0.240097213
## Movement.Science 0.041308698 -0.004279417
## Music 0.042467828 -0.056750982
## Neuroscience -0.078230041 -0.010063514
## Nutrition 0.166520246 0.043272277
## Leadership 0.159039988 -0.073807810
## Philosophy 0.019630832 0.118727382
## Physical.Education 0.191380520 -0.011247144
## Politics 0.112309788 -0.024601718
## Private.School.Leadership 0.147890582 -0.005993122
## Psychological.Counseling 0.098478159 0.203235047
## Psychology -0.064672152 0.196184504
## Reading -0.179306014 -0.091326876
## School.Psychology 0.042382237 -0.094715968
## Science.Education -0.062324546 -0.038073345
## Sexuality..Women.and.Gender.in.Psychology 0.049551887 0.133081865
## Social.Organizational.Psychology 0.105110658 -0.097007737
## Sociology -0.078813820 0.091663104
## Spirituality.Mind.Body -0.302093241 -0.031223413
## School.Principals -0.229370437 -0.048559006
## Urban.Education -0.093700673 0.287471983
## Counseling.Psychology -0.054227693 0.075096397
## Communication.Media.and.Learning.Technologies 0.107822928 0.204367173
## cluster 0.006029731 0.076675981
## PC29 PC30
## Adult.Education 0.062599161 0.2491673122
## Anthropology 0.210136538 0.0281489722
## Social.Studies 0.071457840 0.0142706658
## Physiology -0.212711994 -0.0948805378
## Behavior.Analysis 0.073319243 0.0557295229
## Linguistics -0.010101715 -0.0626719526
## Art.Education 0.071473644 -0.2676332549
## Teaching.English -0.103530063 -0.2478568985
## Arts.Administration 0.233668550 0.1012941337
## Bilingual.Bicultural.Education 0.085867079 0.0883476979
## Clinical.Psychology -0.073253600 0.0762580495
## Cognitive.Science 0.158530877 -0.0658831967
## College.Advising 0.092157075 -0.0363773205
## Communication.Sciences.and.Disorders -0.146153784 0.1347333586
## Cooperation.and.Conflict.Resolution -0.135464134 0.1626079139
## Creative.Technologies 0.036286691 -0.1208621724
## Curriculum.and.Teaching -0.092123481 -0.0273648097
## Dance.Education -0.020940521 -0.0679776158
## Deaf.and.Hard.of.Hearing 0.129894942 -0.1712798090
## Design.and.Development.of.Digital.Games -0.060027262 0.0791392090
## Developmental.Psychology 0.160349557 -0.0130674381
## Diabetes.Education 0.075202030 0.2113824609
## Early.Childhood.Education -0.150621718 0.2007524265
## Early.Childhood.Special.Education 0.075801790 0.0169714186
## Economics.and.Education -0.097515134 -0.0350212833
## Education.Technology 0.004014455 0.0864203920
## Education.Leadership 0.029150735 0.0904338535
## Education.Policy 0.020169882 -0.1136638649
## Inclusive.Education -0.095104108 -0.2642346865
## English.Education -0.112246454 -0.1841315583
## Change.Leadership 0.104957055 -0.1966840152
## Nursing 0.145810535 -0.0695662736
## Gifted.Education -0.046644020 0.0225864984
## Health.Education 0.127117373 0.0486748693
## Higher.and.Postsecondary.Education 0.151636240 0.0953902305
## History 0.075346639 0.3039680632
## Instructional.Technology.and.Media -0.199363985 0.1267317394
## Intellectual.Disability.Autism 0.064082961 -0.0569182770
## International.and.Comparative.Education -0.030378238 0.0079542487
## Kinesiology 0.046981924 0.0377498697
## Learning.Analytics 0.017742149 0.0322560376
## Literacy 0.097428826 0.0535287515
## Mathematics 0.220936104 -0.0121214432
## Measurement..Evaluation.and.Statistics 0.042306118 -0.2964397589
## Motor.Learning.and.Control -0.073257770 -0.0374505922
## Movement.Science -0.054178859 -0.0301315869
## Music -0.046523636 0.0563910675
## Neuroscience -0.125173068 0.1385072511
## Nutrition 0.394726393 -0.0350294939
## Leadership -0.101397325 -0.0111431375
## Philosophy -0.023737789 0.0458128224
## Physical.Education -0.263971666 0.0158391979
## Politics 0.126815571 0.0076592632
## Private.School.Leadership 0.043154295 -0.1651064058
## Psychological.Counseling 0.070758538 0.0008153881
## Psychology 0.111133315 0.0904528295
## Reading 0.002858840 -0.1184400079
## School.Psychology 0.054548404 -0.1366146358
## Science.Education -0.041812457 0.0309356911
## Sexuality..Women.and.Gender.in.Psychology -0.147453140 -0.0267352674
## Social.Organizational.Psychology -0.098514521 -0.0332075560
## Sociology -0.098287262 -0.2203479912
## Spirituality.Mind.Body 0.089571053 -0.0521139627
## School.Principals 0.078849488 -0.1024019260
## Urban.Education -0.158544600 -0.1235030550
## Counseling.Psychology -0.041831924 -0.0156391502
## Communication.Media.and.Learning.Technologies 0.148077287 0.0153420314
## cluster 0.152665564 -0.0412050119
## PC31 PC32
## Adult.Education -0.054782252 -0.067212612
## Anthropology -0.247543934 -0.148473367
## Social.Studies 0.092818839 -0.018262756
## Physiology 0.247414430 -0.143931772
## Behavior.Analysis 0.045609473 -0.133191463
## Linguistics 0.100339736 0.112430077
## Art.Education -0.226446551 -0.172141857
## Teaching.English 0.121871536 -0.185074873
## Arts.Administration 0.102417086 0.009990781
## Bilingual.Bicultural.Education 0.114190379 0.024867670
## Clinical.Psychology 0.116906042 0.029962307
## Cognitive.Science -0.186804982 0.024017031
## College.Advising -0.004126153 -0.164028775
## Communication.Sciences.and.Disorders 0.094420029 -0.066198597
## Cooperation.and.Conflict.Resolution 0.109138803 0.136308647
## Creative.Technologies 0.133064450 0.103870339
## Curriculum.and.Teaching -0.039284892 0.068694624
## Dance.Education -0.039081778 -0.101213736
## Deaf.and.Hard.of.Hearing -0.105933413 -0.016938232
## Design.and.Development.of.Digital.Games -0.027441176 0.020633089
## Developmental.Psychology -0.020912765 -0.054256682
## Diabetes.Education -0.084969520 0.022966242
## Early.Childhood.Education -0.032668893 0.128550567
## Early.Childhood.Special.Education 0.208915164 0.127092646
## Economics.and.Education -0.058521338 -0.266013789
## Education.Technology 0.011302507 -0.104578601
## Education.Leadership 0.020105405 -0.072037547
## Education.Policy 0.095578233 -0.172102111
## Inclusive.Education 0.029580121 -0.082361476
## English.Education -0.070020804 0.138759060
## Change.Leadership -0.053015525 0.189399844
## Nursing -0.038547676 0.111287640
## Gifted.Education 0.054219092 0.022402960
## Health.Education -0.061546690 0.044811165
## Higher.and.Postsecondary.Education 0.170901103 0.001961068
## History -0.116749599 -0.100318466
## Instructional.Technology.and.Media -0.075299549 0.019820781
## Intellectual.Disability.Autism 0.181024867 -0.032589852
## International.and.Comparative.Education -0.207300308 0.103112291
## Kinesiology -0.070582079 0.173093306
## Learning.Analytics 0.110079067 -0.140518628
## Literacy -0.136987846 -0.109075815
## Mathematics 0.068303298 0.130768344
## Measurement..Evaluation.and.Statistics 0.011127177 -0.058466672
## Motor.Learning.and.Control -0.017446198 0.287618787
## Movement.Science -0.123070896 -0.011902398
## Music -0.036060240 0.089222709
## Neuroscience 0.068566932 -0.136925050
## Nutrition 0.194686707 -0.001861657
## Leadership 0.009761386 0.145553277
## Philosophy 0.007903018 0.150802744
## Physical.Education -0.180129707 0.083475868
## Politics -0.183968077 0.290810101
## Private.School.Leadership -0.020593133 0.171149042
## Psychological.Counseling -0.053702042 0.127554613
## Psychology -0.028125400 -0.082206021
## Reading 0.119003566 0.022034539
## School.Psychology -0.156999212 0.118962011
## Science.Education 0.050428951 0.127278332
## Sexuality..Women.and.Gender.in.Psychology 0.162530280 -0.074600278
## Social.Organizational.Psychology -0.124978270 -0.135612966
## Sociology 0.041176094 0.048668050
## Spirituality.Mind.Body 0.083107061 0.163675541
## School.Principals -0.027555615 -0.153927775
## Urban.Education 0.066751377 0.153996316
## Counseling.Psychology -0.356046212 -0.115803121
## Communication.Media.and.Learning.Technologies 0.246139141 0.003466312
## cluster -0.017122727 -0.060905000
## PC33 PC34
## Adult.Education -0.027210064 0.075181456
## Anthropology -0.113823088 -0.056507187
## Social.Studies -0.031153339 0.167444068
## Physiology 0.109062799 0.136386862
## Behavior.Analysis -0.090912184 0.020002196
## Linguistics -0.162379352 -0.048454936
## Art.Education 0.047454688 0.070553971
## Teaching.English -0.001362666 -0.236635346
## Arts.Administration 0.005708577 -0.059889127
## Bilingual.Bicultural.Education 0.091641494 -0.026643965
## Clinical.Psychology -0.446201911 0.145143182
## Cognitive.Science -0.011961875 -0.064895473
## College.Advising 0.075100469 0.040943663
## Communication.Sciences.and.Disorders 0.089563282 0.004237954
## Cooperation.and.Conflict.Resolution 0.064834663 0.166646335
## Creative.Technologies 0.071038673 -0.017689894
## Curriculum.and.Teaching 0.153738041 0.051621351
## Dance.Education -0.119992177 0.053159892
## Deaf.and.Hard.of.Hearing 0.049660099 -0.023596415
## Design.and.Development.of.Digital.Games 0.121087717 -0.078548743
## Developmental.Psychology -0.124461281 0.113541792
## Diabetes.Education 0.082601472 -0.156806086
## Early.Childhood.Education -0.023980105 -0.050259168
## Early.Childhood.Special.Education -0.143484250 0.024317573
## Economics.and.Education 0.186990332 -0.075409220
## Education.Technology 0.130477052 0.220472565
## Education.Leadership 0.073941070 -0.173163357
## Education.Policy -0.057665829 0.019772504
## Inclusive.Education 0.020844397 -0.114541102
## English.Education 0.020240485 0.176666555
## Change.Leadership 0.040031559 -0.294324788
## Nursing 0.160688997 -0.039390389
## Gifted.Education -0.053652478 -0.083581573
## Health.Education -0.264694469 -0.186847057
## Higher.and.Postsecondary.Education -0.126023652 -0.172803039
## History -0.026970153 0.150443179
## Instructional.Technology.and.Media -0.049757527 0.011405808
## Intellectual.Disability.Autism -0.156569644 -0.203407868
## International.and.Comparative.Education -0.118016825 -0.121705241
## Kinesiology 0.201503269 0.015805737
## Learning.Analytics -0.099557738 0.076381055
## Literacy 0.088612551 0.010850304
## Mathematics 0.056952383 0.057089774
## Measurement..Evaluation.and.Statistics -0.107831433 0.005999361
## Motor.Learning.and.Control -0.098560678 -0.025074026
## Movement.Science 0.106656640 0.086134667
## Music -0.023486368 -0.217132478
## Neuroscience 0.151935939 -0.009765898
## Nutrition 0.016779462 0.086729328
## Leadership 0.024665459 -0.084391138
## Philosophy -0.055285190 -0.070224889
## Physical.Education -0.228969060 0.083288627
## Politics -0.018185682 0.067933560
## Private.School.Leadership 0.024706062 0.176629163
## Psychological.Counseling 0.187261241 0.080764637
## Psychology 0.056393287 -0.049779412
## Reading -0.085266692 0.151547338
## School.Psychology 0.022575657 0.076873975
## Science.Education -0.064696863 -0.096909635
## Sexuality..Women.and.Gender.in.Psychology 0.140623305 -0.302812934
## Social.Organizational.Psychology -0.108201587 -0.168937784
## Sociology -0.049893436 0.094748553
## Spirituality.Mind.Body 0.328672353 -0.001515296
## School.Principals -0.066569671 0.289634702
## Urban.Education -0.014185908 0.080649723
## Counseling.Psychology -0.042468703 -0.064982219
## Communication.Media.and.Learning.Technologies -0.001462718 -0.020180226
## cluster -0.117840728 -0.046027927
## PC35 PC36
## Adult.Education 0.2544765600 -0.134394002
## Anthropology 0.1002027162 0.171681352
## Social.Studies 0.0459340252 0.042710512
## Physiology 0.1204270734 -0.157746913
## Behavior.Analysis -0.0900211875 0.173523313
## Linguistics 0.0944104819 -0.045718965
## Art.Education 0.0167992983 -0.169457733
## Teaching.English -0.0526918173 0.082869081
## Arts.Administration -0.1640072101 -0.182439597
## Bilingual.Bicultural.Education 0.0750211102 0.072076461
## Clinical.Psychology -0.2028320586 -0.040870759
## Cognitive.Science 0.0235073506 -0.060104218
## College.Advising -0.1201854488 0.100351184
## Communication.Sciences.and.Disorders -0.0224861855 0.072327030
## Cooperation.and.Conflict.Resolution 0.1052864651 0.041333752
## Creative.Technologies -0.1589154207 0.089919897
## Curriculum.and.Teaching 0.0077674448 0.014907330
## Dance.Education 0.1931173236 0.031114118
## Deaf.and.Hard.of.Hearing -0.0619298815 -0.066769668
## Design.and.Development.of.Digital.Games -0.0090879551 0.066712018
## Developmental.Psychology 0.0985626131 -0.201883904
## Diabetes.Education 0.2504881751 0.015704934
## Early.Childhood.Education -0.0856822302 0.040828350
## Early.Childhood.Special.Education 0.0636616253 -0.107275765
## Economics.and.Education 0.0545880698 0.059770308
## Education.Technology 0.0442548581 0.157938151
## Education.Leadership 0.0008721994 -0.061414533
## Education.Policy -0.1000781180 0.159997412
## Inclusive.Education 0.0789935276 -0.040045297
## English.Education 0.0499453825 -0.004222449
## Change.Leadership 0.0858881978 0.093264101
## Nursing -0.0537859552 0.196532706
## Gifted.Education -0.1525527925 -0.231426319
## Health.Education 0.0626312103 0.233380990
## Higher.and.Postsecondary.Education 0.2159194649 -0.045029915
## History 0.0283602893 -0.094856129
## Instructional.Technology.and.Media 0.0236308243 0.028756996
## Intellectual.Disability.Autism 0.0280641220 0.106784014
## International.and.Comparative.Education 0.0694155373 -0.238960392
## Kinesiology -0.0812460190 -0.096838482
## Learning.Analytics -0.3008717318 -0.006583361
## Literacy -0.0601148350 -0.043139249
## Mathematics 0.0718568554 -0.017054147
## Measurement..Evaluation.and.Statistics 0.2547916674 0.026421391
## Motor.Learning.and.Control -0.0906097746 -0.048913990
## Movement.Science -0.0991176409 0.191444252
## Music 0.0105096874 -0.192269282
## Neuroscience 0.0403884614 -0.146944393
## Nutrition -0.1514150472 -0.076889325
## Leadership -0.0577294741 -0.080709998
## Philosophy -0.1440894009 0.224671261
## Physical.Education 0.2195210386 0.176736317
## Politics -0.0895151615 0.118489096
## Private.School.Leadership -0.0829603420 -0.113097915
## Psychological.Counseling -0.1260709781 0.019461385
## Psychology -0.0406367482 -0.015519609
## Reading -0.1353881062 -0.071565721
## School.Psychology 0.0557341719 -0.142274429
## Science.Education -0.0609195080 0.252038209
## Sexuality..Women.and.Gender.in.Psychology -0.1285412107 -0.029902006
## Social.Organizational.Psychology -0.0945638274 -0.097291533
## Sociology 0.1331115198 -0.140967249
## Spirituality.Mind.Body 0.2008126942 0.083240779
## School.Principals 0.0309185785 0.231352053
## Urban.Education 0.0427416858 0.074601251
## Counseling.Psychology -0.1744794569 0.013038503
## Communication.Media.and.Learning.Technologies 0.2507753067 0.104713439
## cluster 0.0106962251 -0.043427904
## PC37 PC38
## Adult.Education -0.3121759754 0.063975281
## Anthropology -0.0315329015 0.059991262
## Social.Studies -0.1809437835 -0.180325986
## Physiology -0.2160647274 0.012534486
## Behavior.Analysis -0.1310108129 -0.267748836
## Linguistics 0.0091055436 0.079705607
## Art.Education -0.0502781917 -0.102532982
## Teaching.English -0.0454538766 0.035328118
## Arts.Administration -0.0649317351 0.278623502
## Bilingual.Bicultural.Education 0.1209701550 -0.039682041
## Clinical.Psychology -0.0268435798 0.023626204
## Cognitive.Science -0.0429984716 -0.161646736
## College.Advising -0.1200846562 -0.287198529
## Communication.Sciences.and.Disorders 0.0074305050 -0.136716850
## Cooperation.and.Conflict.Resolution 0.0998510527 -0.059427173
## Creative.Technologies 0.0802417693 0.164433022
## Curriculum.and.Teaching 0.0134647661 0.114129543
## Dance.Education -0.0468054784 0.015996718
## Deaf.and.Hard.of.Hearing -0.0062579038 0.038187871
## Design.and.Development.of.Digital.Games -0.1413035455 0.024026110
## Developmental.Psychology 0.1304437190 0.096365619
## Diabetes.Education -0.1350449006 -0.013463504
## Early.Childhood.Education -0.0420609546 -0.072770045
## Early.Childhood.Special.Education 0.1474881074 -0.076510355
## Economics.and.Education 0.2287292859 -0.048320360
## Education.Technology 0.3035321570 -0.128712296
## Education.Leadership -0.0538923307 0.039841564
## Education.Policy -0.0467739370 0.076534609
## Inclusive.Education -0.1108544959 -0.054914855
## English.Education 0.0917731380 0.047579173
## Change.Leadership 0.1678414135 -0.115957917
## Nursing -0.1188941616 -0.009727819
## Gifted.Education -0.1206017354 -0.140318403
## Health.Education 0.0634087652 0.016726058
## Higher.and.Postsecondary.Education -0.0036689392 0.017563893
## History 0.0382627630 -0.135955489
## Instructional.Technology.and.Media 0.1263636634 -0.023582803
## Intellectual.Disability.Autism 0.2068281372 -0.163817331
## International.and.Comparative.Education -0.1899993824 0.126154003
## Kinesiology 0.0274260613 0.128577184
## Learning.Analytics 0.0139147947 -0.070905379
## Literacy 0.0926822638 -0.130365463
## Mathematics -0.0269328610 0.150207513
## Measurement..Evaluation.and.Statistics -0.2393956226 -0.070688434
## Motor.Learning.and.Control 0.0502299752 -0.039392133
## Movement.Science -0.0375622560 0.068282335
## Music 0.1621498116 -0.097248742
## Neuroscience 0.0900028636 0.041601783
## Nutrition -0.0009287998 -0.037945621
## Leadership -0.0793428182 0.075567383
## Philosophy -0.0635483043 0.069571316
## Physical.Education 0.0001987233 0.047869659
## Politics -0.0099235382 -0.096345919
## Private.School.Leadership -0.0575579990 -0.047155674
## Psychological.Counseling -0.1810517320 -0.125615560
## Psychology 0.0719952215 0.142067003
## Reading -0.0241341303 0.044577116
## School.Psychology 0.1668883466 -0.273091720
## Science.Education -0.1153919246 0.044970839
## Sexuality..Women.and.Gender.in.Psychology -0.0450080749 0.051511377
## Social.Organizational.Psychology 0.0458748711 0.092613649
## Sociology 0.2745854783 0.048151070
## Spirituality.Mind.Body -0.0089474794 0.112530124
## School.Principals 0.0502729429 0.396966402
## Urban.Education -0.2336930390 -0.200501978
## Counseling.Psychology -0.0057557238 0.118828962
## Communication.Media.and.Learning.Technologies -0.0068703940 -0.016645493
## cluster 0.0565561123 -0.082308118
## PC39 PC40
## Adult.Education 1.056949e-01 0.0821404993
## Anthropology -5.091336e-02 -0.0938009132
## Social.Studies 8.891662e-02 -0.0452443880
## Physiology -1.442103e-01 0.0901304468
## Behavior.Analysis -1.912637e-01 0.0062727635
## Linguistics -1.519190e-01 0.1433986318
## Art.Education -3.455920e-02 0.3131473701
## Teaching.English -9.664122e-02 0.0119726114
## Arts.Administration -7.616743e-02 0.0435267694
## Bilingual.Bicultural.Education 7.123790e-02 0.0665933131
## Clinical.Psychology -5.628921e-03 0.1087945669
## Cognitive.Science -7.044650e-02 -0.0483456673
## College.Advising -8.462018e-03 0.1229078796
## Communication.Sciences.and.Disorders 7.469410e-02 -0.3031730896
## Cooperation.and.Conflict.Resolution 6.090911e-02 0.0367151083
## Creative.Technologies -1.766605e-01 0.0976516302
## Curriculum.and.Teaching -2.192370e-01 0.0828540688
## Dance.Education 9.758722e-02 -0.1099037062
## Deaf.and.Hard.of.Hearing 6.100986e-02 0.1622916189
## Design.and.Development.of.Digital.Games -8.920902e-02 -0.2787919689
## Developmental.Psychology -1.291273e-01 -0.1282104661
## Diabetes.Education -2.551890e-01 0.0334549442
## Early.Childhood.Education -1.535937e-01 0.1753816747
## Early.Childhood.Special.Education -1.524024e-02 -0.0272973183
## Economics.and.Education -1.502765e-02 -0.0712873000
## Education.Technology -2.666236e-02 0.1054538588
## Education.Leadership 1.446839e-01 -0.0212999714
## Education.Policy -3.658709e-01 -0.0645683881
## Inclusive.Education 1.244045e-01 0.0321634081
## English.Education 2.555307e-01 0.0126269561
## Change.Leadership 1.494135e-01 0.0671864445
## Nursing 1.120131e-03 -0.0023429320
## Gifted.Education 2.033118e-01 -0.1456141840
## Health.Education 7.030552e-02 -0.0634754469
## Higher.and.Postsecondary.Education -1.520387e-01 -0.0445807313
## History 4.166752e-05 0.0366323901
## Instructional.Technology.and.Media 9.137232e-03 -0.1191914664
## Intellectual.Disability.Autism 6.610093e-02 0.1598694154
## International.and.Comparative.Education -4.827397e-02 0.0005172126
## Kinesiology 1.067167e-01 0.1135613388
## Learning.Analytics -3.129445e-02 0.2251535143
## Literacy 6.884210e-02 0.1096466948
## Mathematics -4.147446e-03 -0.0764765290
## Measurement..Evaluation.and.Statistics 1.080138e-01 0.0520938010
## Motor.Learning.and.Control -9.688117e-02 0.1599417855
## Movement.Science -1.358995e-01 -0.2420455353
## Music -7.383743e-02 -0.1231962821
## Neuroscience 1.116745e-01 0.1380020480
## Nutrition 1.117492e-01 -0.1492888952
## Leadership -5.474360e-04 -0.0560790181
## Philosophy 3.096324e-01 -0.0494795402
## Physical.Education 9.843937e-03 0.1586813000
## Politics -1.804974e-01 0.1669085519
## Private.School.Leadership 6.605111e-02 -0.1395185638
## Psychological.Counseling -3.018422e-02 0.0005792773
## Psychology 1.421005e-01 0.0951566293
## Reading -8.945192e-02 -0.2046248839
## School.Psychology -1.723730e-01 -0.2196917308
## Science.Education 1.436021e-02 -0.0348881703
## Sexuality..Women.and.Gender.in.Psychology 1.664763e-02 0.0114235954
## Social.Organizational.Psychology -1.975952e-02 0.0038055357
## Sociology -1.251414e-01 -0.1466739123
## Spirituality.Mind.Body -7.232527e-02 0.0762310031
## School.Principals 1.230206e-01 -0.0068479276
## Urban.Education 3.704765e-02 -0.0526264224
## Counseling.Psychology -7.169394e-03 -0.1155112030
## Communication.Media.and.Learning.Technologies -1.114881e-02 0.0056427319
## cluster 6.140273e-02 -0.0558473775
## PC41 PC42
## Adult.Education -0.0339837164 -0.0856038768
## Anthropology 0.0982429255 0.0331738279
## Social.Studies 0.3519994051 -0.0602286685
## Physiology -0.1196993655 0.1596470700
## Behavior.Analysis -0.1000769788 -0.2377756572
## Linguistics 0.0003400404 -0.0422646136
## Art.Education 0.1890414826 0.1756934805
## Teaching.English 0.0709234420 -0.0068262354
## Arts.Administration 0.0686455497 0.0218587266
## Bilingual.Bicultural.Education -0.2057905723 -0.1297506362
## Clinical.Psychology 0.0887486859 0.1455057827
## Cognitive.Science -0.0498661828 0.1062868241
## College.Advising 0.0640106760 0.0338977652
## Communication.Sciences.and.Disorders 0.0397434419 0.1400147164
## Cooperation.and.Conflict.Resolution -0.0015248213 0.0298472641
## Creative.Technologies -0.0430085992 -0.1867634990
## Curriculum.and.Teaching 0.0558833030 -0.0861019291
## Dance.Education -0.0202173180 -0.2064314119
## Deaf.and.Hard.of.Hearing 0.0492754108 -0.0427007389
## Design.and.Development.of.Digital.Games -0.0211647394 0.2159173052
## Developmental.Psychology -0.0528001952 -0.0010543335
## Diabetes.Education -0.1281970874 0.2486224127
## Early.Childhood.Education 0.1443598443 -0.1794548938
## Early.Childhood.Special.Education 0.1354852620 0.1138962050
## Economics.and.Education 0.0924246386 -0.1652930481
## Education.Technology 0.1768862501 0.2509113087
## Education.Leadership -0.0759526045 -0.2321963988
## Education.Policy 0.0932075831 -0.0741904450
## Inclusive.Education 0.1086079065 0.0453578027
## English.Education 0.0322862583 0.0114165572
## Change.Leadership -0.0637570149 0.1913889272
## Nursing 0.1103087208 -0.0939255727
## Gifted.Education -0.1824326585 -0.1376990704
## Health.Education 0.0109247081 -0.0356288066
## Higher.and.Postsecondary.Education 0.1946248262 0.0668819984
## History -0.0819071531 -0.0606240187
## Instructional.Technology.and.Media 0.3194958772 -0.1020663940
## Intellectual.Disability.Autism -0.0720810387 -0.0456706983
## International.and.Comparative.Education 0.0565082850 -0.0326460916
## Kinesiology 0.1934093532 -0.1313752786
## Learning.Analytics -0.1012766748 0.0050521039
## Literacy -0.1439729277 -0.0615619308
## Mathematics 0.1796073789 -0.0454048308
## Measurement..Evaluation.and.Statistics -0.0649303962 -0.1337638571
## Motor.Learning.and.Control -0.1236936995 -0.1007166943
## Movement.Science 0.0151865109 -0.0846929801
## Music -0.0005358133 -0.0228422977
## Neuroscience 0.0441115499 0.0006271428
## Nutrition 0.1928052748 -0.0538403408
## Leadership 0.0666132239 -0.0234823628
## Philosophy -0.0635219544 0.1021584743
## Physical.Education -0.0020500910 -0.0309868989
## Politics -0.0529065585 0.1357457278
## Private.School.Leadership 0.0113160117 0.2686902767
## Psychological.Counseling -0.2268966441 -0.1224214008
## Psychology 0.1089297132 -0.0355094244
## Reading -0.1263331454 0.0463275301
## School.Psychology -0.0964350074 -0.0373453622
## Science.Education 0.0758133428 0.0057682606
## Sexuality..Women.and.Gender.in.Psychology -0.0502301339 0.2020341861
## Social.Organizational.Psychology 0.0966693679 0.0296790367
## Sociology -0.0555847614 -0.2193258897
## Spirituality.Mind.Body 0.0397650185 -0.0870630350
## School.Principals -0.2461503431 0.0688304856
## Urban.Education 0.1637931688 -0.0845778151
## Counseling.Psychology -0.0356350353 0.0830403427
## Communication.Media.and.Learning.Technologies -0.1669093397 0.1135984216
## cluster 0.0149469045 -0.0945140979
## PC43 PC44
## Adult.Education -0.183200585 0.031676214
## Anthropology 0.017630150 -0.066794446
## Social.Studies -0.101325706 -0.179614534
## Physiology 0.059163388 0.114751494
## Behavior.Analysis 0.037795032 0.252369973
## Linguistics -0.048121917 0.211780292
## Art.Education -0.034915373 -0.067091098
## Teaching.English -0.060662292 -0.080959638
## Arts.Administration 0.083766703 0.082323658
## Bilingual.Bicultural.Education 0.278881533 -0.164942781
## Clinical.Psychology 0.033927263 -0.055482532
## Cognitive.Science 0.116566224 0.053275058
## College.Advising 0.192635802 -0.012677650
## Communication.Sciences.and.Disorders 0.164860125 -0.259155330
## Cooperation.and.Conflict.Resolution -0.173425216 0.071219927
## Creative.Technologies -0.062192076 -0.155686540
## Curriculum.and.Teaching -0.072238966 -0.026428445
## Dance.Education 0.106523959 0.108196743
## Deaf.and.Hard.of.Hearing 0.099324307 0.025326761
## Design.and.Development.of.Digital.Games 0.052008678 0.090246137
## Developmental.Psychology 0.002771794 -0.061988011
## Diabetes.Education -0.016611110 -0.147548447
## Early.Childhood.Education 0.128100636 0.020968839
## Early.Childhood.Special.Education -0.142480548 0.056009198
## Economics.and.Education -0.082653055 0.217102129
## Education.Technology -0.158681699 0.110515452
## Education.Leadership -0.119534860 -0.099715553
## Education.Policy 0.135052976 -0.033324793
## Inclusive.Education -0.173053306 -0.139582809
## English.Education -0.016197357 0.186565928
## Change.Leadership -0.041620910 0.041713658
## Nursing -0.309748477 0.150839573
## Gifted.Education -0.135958986 0.001604097
## Health.Education -0.034217261 0.031162318
## Higher.and.Postsecondary.Education 0.103861239 0.079092834
## History -0.025819260 -0.148715873
## Instructional.Technology.and.Media 0.010737251 0.049365740
## Intellectual.Disability.Autism -0.051709863 -0.110480874
## International.and.Comparative.Education -0.214008173 -0.003115040
## Kinesiology 0.038533238 -0.233874694
## Learning.Analytics -0.212654586 -0.084716599
## Literacy -0.110631554 -0.138717311
## Mathematics -0.005323853 0.003248178
## Measurement..Evaluation.and.Statistics 0.090025541 -0.123833844
## Motor.Learning.and.Control 0.124350595 -0.180020829
## Movement.Science -0.195253514 -0.114711570
## Music -0.060599404 0.026229862
## Neuroscience 0.170187308 -0.022844632
## Nutrition -0.056434335 0.009240349
## Leadership 0.023170750 -0.037621173
## Philosophy 0.114386869 0.094352388
## Physical.Education -0.089916298 0.081746771
## Politics -0.042645531 0.007958467
## Private.School.Leadership 0.244619325 0.065080725
## Psychological.Counseling 0.050113016 0.364972786
## Psychology 0.066672770 0.133750061
## Reading -0.250931372 0.036223639
## School.Psychology -0.088384754 -0.114493420
## Science.Education 0.001786061 -0.131884056
## Sexuality..Women.and.Gender.in.Psychology -0.171502344 0.041168634
## Social.Organizational.Psychology 0.153134793 0.173088796
## Sociology 0.090801902 -0.042943481
## Spirituality.Mind.Body 0.085128827 -0.008822644
## School.Principals -0.007052853 -0.084280004
## Urban.Education 0.082460641 -0.101559571
## Counseling.Psychology 0.011112665 -0.122833479
## Communication.Media.and.Learning.Technologies -0.099277344 -0.067107060
## cluster 0.070197659 0.176908799
## PC45 PC46
## Adult.Education 9.040815e-02 0.0756913328
## Anthropology 1.218867e-02 -0.1511795811
## Social.Studies -1.143609e-01 0.0125914135
## Physiology 2.992803e-02 0.0508991769
## Behavior.Analysis -1.272528e-01 -0.2509400536
## Linguistics -8.451123e-03 -0.0246692937
## Art.Education -1.786214e-01 0.1594512068
## Teaching.English 1.202455e-01 0.1792329433
## Arts.Administration -2.384994e-01 0.0604836011
## Bilingual.Bicultural.Education -9.756151e-02 0.1081290663
## Clinical.Psychology -2.695832e-02 0.0489406112
## Cognitive.Science -4.084385e-02 -0.1609502367
## College.Advising 1.204386e-01 -0.0438828503
## Communication.Sciences.and.Disorders -1.182879e-01 0.1023917012
## Cooperation.and.Conflict.Resolution -2.942742e-02 -0.2084025980
## Creative.Technologies 1.329276e-01 -0.1529614635
## Curriculum.and.Teaching -4.839044e-02 0.0144771473
## Dance.Education 2.726636e-01 0.0695061168
## Deaf.and.Hard.of.Hearing 1.687904e-01 -0.1059651363
## Design.and.Development.of.Digital.Games -4.554531e-02 0.1059530463
## Developmental.Psychology 3.221885e-01 0.1077245818
## Diabetes.Education -1.068383e-01 -0.0106417839
## Early.Childhood.Education 1.699866e-01 -0.0509874893
## Early.Childhood.Special.Education -1.938001e-01 0.0294108246
## Economics.and.Education -6.134696e-02 0.1399825230
## Education.Technology 1.309103e-01 0.0726201505
## Education.Leadership -2.108592e-01 0.0447302043
## Education.Policy -1.969143e-01 0.1101465714
## Inclusive.Education 1.498701e-01 -0.1348633764
## English.Education -6.915496e-02 0.1040557646
## Change.Leadership 6.666498e-03 0.0091618914
## Nursing 2.826632e-02 0.0813012204
## Gifted.Education 6.954507e-02 -0.1783500413
## Health.Education 1.636823e-01 0.1750510592
## Higher.and.Postsecondary.Education 4.262804e-02 -0.1186418496
## History 2.006571e-01 0.0991879157
## Instructional.Technology.and.Media 8.664897e-03 -0.0115044091
## Intellectual.Disability.Autism -1.714744e-01 0.0992077670
## International.and.Comparative.Education -1.088428e-01 0.0771012832
## Kinesiology -8.162868e-02 -0.0370642184
## Learning.Analytics 1.248363e-01 0.1669667670
## Literacy -1.901351e-01 -0.1714115910
## Mathematics -3.126193e-03 0.0122637633
## Measurement..Evaluation.and.Statistics -4.376533e-02 -0.0721924959
## Motor.Learning.and.Control 2.920270e-02 0.1475462446
## Movement.Science 7.669623e-06 -0.1501963347
## Music -6.787462e-02 -0.1559398374
## Neuroscience -1.566419e-02 0.0080002063
## Nutrition 7.386318e-03 -0.0004827328
## Leadership 1.475392e-01 0.2425659283
## Philosophy 4.979855e-02 0.0462258346
## Physical.Education -2.338153e-01 0.0166230508
## Politics 8.063717e-02 -0.1045281159
## Private.School.Leadership -3.502479e-02 -0.1314589885
## Psychological.Counseling -9.322517e-02 0.2971424169
## Psychology -1.273846e-02 0.0282628624
## Reading -1.698962e-02 0.0327054619
## School.Psychology 9.222073e-02 0.1588496443
## Science.Education -2.327576e-02 0.0556245775
## Sexuality..Women.and.Gender.in.Psychology 5.414031e-02 -0.1423996239
## Social.Organizational.Psychology 1.528077e-01 -0.1465505194
## Sociology -1.171503e-01 -0.0591090858
## Spirituality.Mind.Body 1.240530e-01 0.0413324800
## School.Principals -6.925810e-02 -0.1636244101
## Urban.Education -2.035912e-02 0.0265769873
## Counseling.Psychology -6.836844e-02 0.2228375514
## Communication.Media.and.Learning.Technologies 5.870634e-02 0.1421734832
## cluster -1.530259e-01 0.1414709421
## PC47 PC48
## Adult.Education -0.0987836269 -0.0027827692
## Anthropology 0.0129573055 -0.0716100659
## Social.Studies 0.1526731805 0.0938919624
## Physiology -0.0284893351 0.1244033047
## Behavior.Analysis 0.1498622595 -0.1520138932
## Linguistics -0.1048132627 -0.0521824439
## Art.Education 0.1392157019 -0.1062149569
## Teaching.English 0.0704422159 0.0368915392
## Arts.Administration 0.1084314424 -0.0005733057
## Bilingual.Bicultural.Education 0.1856312360 -0.1213823696
## Clinical.Psychology 0.1566470249 0.0857788358
## Cognitive.Science -0.1652331755 -0.0803154083
## College.Advising 0.0134206798 -0.0907695936
## Communication.Sciences.and.Disorders 0.0262458920 0.1304849530
## Cooperation.and.Conflict.Resolution 0.0903941427 -0.1277046813
## Creative.Technologies 0.0596282255 -0.0704068195
## Curriculum.and.Teaching -0.0428640352 -0.0038673288
## Dance.Education -0.1093186117 0.1254177560
## Deaf.and.Hard.of.Hearing 0.0766284622 0.2106607877
## Design.and.Development.of.Digital.Games 0.1233665565 -0.0629712490
## Developmental.Psychology 0.1110723592 -0.1522080372
## Diabetes.Education 0.0326110272 -0.2235162575
## Early.Childhood.Education -0.0322399950 0.3479345515
## Early.Childhood.Special.Education -0.1564017011 0.1464842787
## Economics.and.Education 0.2038928418 0.0427360818
## Education.Technology -0.0644681164 -0.0803900735
## Education.Leadership -0.0932984408 0.0450913728
## Education.Policy -0.4239958470 -0.0115506815
## Inclusive.Education -0.1463509890 0.0211786290
## English.Education -0.0160133469 -0.3103597252
## Change.Leadership 0.1170096409 0.1134588169
## Nursing -0.2302439798 -0.0804515856
## Gifted.Education 0.0733854873 -0.1405034518
## Health.Education 0.1729504088 -0.0156735574
## Higher.and.Postsecondary.Education -0.0896387730 -0.1123191667
## History -0.1553611140 0.0267105851
## Instructional.Technology.and.Media -0.0772725250 -0.0367910673
## Intellectual.Disability.Autism -0.1621863702 -0.0705548361
## International.and.Comparative.Education 0.1041901575 0.0502859102
## Kinesiology -0.0852517822 0.0269116277
## Learning.Analytics 0.0379282867 -0.0137926122
## Literacy -0.0635966248 0.1661870761
## Mathematics 0.1411796360 0.1103984506
## Measurement..Evaluation.and.Statistics -0.0683669475 0.0575704055
## Motor.Learning.and.Control -0.1400519415 -0.2541652500
## Movement.Science -0.0539249609 0.0580034976
## Music -0.0993640758 -0.0163236963
## Neuroscience -0.1532009426 -0.0704765592
## Nutrition -0.0362652922 -0.1477294504
## Leadership -0.1066237969 -0.1919134195
## Philosophy -0.2719924502 0.0795708823
## Physical.Education -0.0001996547 0.0389100115
## Politics 0.0270649123 0.1393630963
## Private.School.Leadership -0.0960558162 0.1480926026
## Psychological.Counseling 0.0459628012 0.0780023647
## Psychology -0.0490080547 -0.0658315617
## Reading -0.0031196801 0.0413391941
## School.Psychology -0.1049608374 0.0163751830
## Science.Education 0.2052054958 -0.0027859997
## Sexuality..Women.and.Gender.in.Psychology 0.0074706761 -0.0239944619
## Social.Organizational.Psychology -0.0029904696 -0.0827521041
## Sociology 0.1558069859 0.0961402952
## Spirituality.Mind.Body 0.0595713723 0.0482147322
## School.Principals -0.0642309755 -0.1027637537
## Urban.Education 0.0587999572 -0.2871874352
## Counseling.Psychology -0.0266108434 0.0392240338
## Communication.Media.and.Learning.Technologies -0.0367877918 0.2107192776
## cluster -0.0742850677 0.1143963998
## PC49 PC50
## Adult.Education -0.033641203 -0.099981786
## Anthropology 0.026799597 -0.005835106
## Social.Studies -0.126889335 0.228669630
## Physiology -0.038096171 0.111239564
## Behavior.Analysis -0.021867703 0.122020997
## Linguistics 0.006819154 0.036646486
## Art.Education 0.077890911 -0.137216094
## Teaching.English -0.289946207 0.221928516
## Arts.Administration 0.263356991 0.303249263
## Bilingual.Bicultural.Education 0.034424785 -0.173798560
## Clinical.Psychology -0.026249973 -0.127412495
## Cognitive.Science -0.117503900 0.116657620
## College.Advising -0.004399527 -0.124002430
## Communication.Sciences.and.Disorders 0.048011181 -0.140177122
## Cooperation.and.Conflict.Resolution 0.062589736 0.110061354
## Creative.Technologies -0.150219166 0.017099465
## Curriculum.and.Teaching 0.197130940 -0.104735481
## Dance.Education -0.095595519 0.009662529
## Deaf.and.Hard.of.Hearing 0.196358041 -0.044113679
## Design.and.Development.of.Digital.Games -0.082909228 -0.137961630
## Developmental.Psychology 0.200746550 0.069052853
## Diabetes.Education -0.075449618 0.076298604
## Early.Childhood.Education -0.046688747 0.020168563
## Early.Childhood.Special.Education -0.108665739 0.166296548
## Economics.and.Education -0.082506156 0.045604525
## Education.Technology -0.088616763 0.055490059
## Education.Leadership 0.075791045 0.116832142
## Education.Policy 0.227108531 -0.171526147
## Inclusive.Education 0.038109050 0.041393909
## English.Education 0.096923370 -0.054072439
## Change.Leadership 0.245327053 0.097941553
## Nursing 0.054935910 -0.145240900
## Gifted.Education 0.141581935 -0.143003791
## Health.Education -0.038048216 0.033838736
## Higher.and.Postsecondary.Education 0.008235332 -0.150424348
## History -0.007793536 0.114701299
## Instructional.Technology.and.Media 0.316961352 0.185254344
## Intellectual.Disability.Autism -0.088860194 0.002288870
## International.and.Comparative.Education -0.115912520 -0.099099229
## Kinesiology -0.165632927 0.012792142
## Learning.Analytics 0.050841773 -0.173077152
## Literacy -0.122635716 -0.155244120
## Mathematics -0.123954341 -0.187534860
## Measurement..Evaluation.and.Statistics 0.136741622 0.106774582
## Motor.Learning.and.Control -0.049044618 0.159318567
## Movement.Science 0.068755394 -0.037251428
## Music -0.179760154 -0.083269788
## Neuroscience -0.017004216 -0.068750791
## Nutrition -0.039948283 -0.167278509
## Leadership -0.175817970 -0.052128336
## Philosophy 0.058451695 0.008867645
## Physical.Education -0.023644632 -0.274441257
## Politics -0.056293741 -0.006065303
## Private.School.Leadership -0.098212359 -0.008709347
## Psychological.Counseling -0.051178154 0.052298665
## Psychology -0.124294788 -0.047698141
## Reading -0.036047377 -0.018924960
## School.Psychology 0.011540768 -0.003398367
## Science.Education 0.055584288 -0.053671865
## Sexuality..Women.and.Gender.in.Psychology -0.011131064 -0.041993185
## Social.Organizational.Psychology -0.129795203 -0.194206084
## Sociology -0.037400206 -0.147559949
## Spirituality.Mind.Body -0.069785201 -0.043537033
## School.Principals -0.233897770 0.133697920
## Urban.Education -0.097747451 0.009501990
## Counseling.Psychology -0.012535598 0.126681015
## Communication.Media.and.Learning.Technologies 0.107643510 -0.186762762
## cluster -0.207940150 0.006843475
## PC51 PC52
## Adult.Education 0.1695703547 0.073465626
## Anthropology -0.0625487752 -0.007829744
## Social.Studies 0.0520576545 -0.068912707
## Physiology -0.2496749814 -0.059651532
## Behavior.Analysis 0.0182196747 -0.080684860
## Linguistics 0.0003324767 0.069846091
## Art.Education -0.0023702897 0.053497934
## Teaching.English 0.0388813951 0.078575834
## Arts.Administration -0.0112164483 -0.020036023
## Bilingual.Bicultural.Education -0.2296255608 -0.103491560
## Clinical.Psychology -0.1977725977 0.177604956
## Cognitive.Science 0.0778686317 -0.105848421
## College.Advising -0.0886060053 0.184936645
## Communication.Sciences.and.Disorders 0.2532570677 0.028562255
## Cooperation.and.Conflict.Resolution 0.0258446504 0.036353175
## Creative.Technologies 0.0449134127 0.185769893
## Curriculum.and.Teaching 0.1241242497 -0.078728722
## Dance.Education 0.1870327727 -0.197961828
## Deaf.and.Hard.of.Hearing -0.1064486342 0.133841568
## Design.and.Development.of.Digital.Games -0.1902301132 -0.145301339
## Developmental.Psychology 0.1574749637 -0.037819145
## Diabetes.Education -0.0715337119 0.025435365
## Early.Childhood.Education 0.0877988747 -0.029568457
## Early.Childhood.Special.Education -0.1147809532 -0.250742742
## Economics.and.Education -0.1245468157 -0.086086919
## Education.Technology -0.0366999009 0.149781929
## Education.Leadership 0.0387736178 -0.065602653
## Education.Policy 0.0527029892 -0.028204135
## Inclusive.Education -0.2585355296 -0.223427850
## English.Education 0.0043934935 -0.150564547
## Change.Leadership 0.0841549694 0.044300902
## Nursing -0.1294553691 -0.032840391
## Gifted.Education -0.0759788635 0.127569703
## Health.Education 0.0928405777 -0.048018256
## Higher.and.Postsecondary.Education -0.0488997935 0.100954521
## History -0.3059532604 0.012375712
## Instructional.Technology.and.Media -0.1484076244 0.178026120
## Intellectual.Disability.Autism 0.0190488081 0.041745541
## International.and.Comparative.Education -0.0528257382 -0.137720719
## Kinesiology 0.0409372774 0.116871635
## Learning.Analytics 0.0777023298 -0.325250804
## Literacy -0.1076082500 0.022452235
## Mathematics -0.1875801452 -0.127274335
## Measurement..Evaluation.and.Statistics -0.0514790071 0.149601121
## Motor.Learning.and.Control -0.1015397871 -0.167160254
## Movement.Science -0.1310735215 -0.060784031
## Music -0.0328603581 0.141226081
## Neuroscience 0.2062683432 -0.175554840
## Nutrition 0.1145812079 -0.022052528
## Leadership -0.1137271851 0.261491346
## Philosophy -0.2125768263 -0.038977104
## Physical.Education 0.1010569591 0.130349567
## Politics 0.1402156556 -0.176632666
## Private.School.Leadership 0.0941293588 -0.028994560
## Psychological.Counseling 0.0046862502 0.142751048
## Psychology 0.0178123638 0.025397058
## Reading 0.0605167274 0.221131757
## School.Psychology -0.0157099648 0.003926086
## Science.Education -0.1056484160 -0.101238048
## Sexuality..Women.and.Gender.in.Psychology 0.1913063606 0.019686204
## Social.Organizational.Psychology -0.0770371892 -0.157311249
## Sociology -0.0936642292 -0.045046926
## Spirituality.Mind.Body -0.0302206993 0.062758650
## School.Principals -0.0069365779 0.024196548
## Urban.Education 0.1495020867 -0.036509376
## Counseling.Psychology 0.0538299822 0.092518748
## Communication.Media.and.Learning.Technologies 0.0212225435 0.065885676
## cluster 0.0027159454 0.111834395
## PC53 PC54
## Adult.Education 0.007011054 0.1007519541
## Anthropology 0.136350194 0.1519017319
## Social.Studies 0.145630804 0.0060741536
## Physiology -0.022706060 0.1091689902
## Behavior.Analysis 0.142568836 -0.0727715549
## Linguistics -0.032621631 0.1022241963
## Art.Education -0.002202137 -0.0499048510
## Teaching.English -0.009481100 -0.0978411909
## Arts.Administration -0.021693125 -0.1007506622
## Bilingual.Bicultural.Education -0.155875085 0.0324968869
## Clinical.Psychology -0.034151670 -0.1189093194
## Cognitive.Science -0.137699289 0.1522222041
## College.Advising 0.051588555 -0.0181019818
## Communication.Sciences.and.Disorders -0.171460700 0.1012461287
## Cooperation.and.Conflict.Resolution -0.078819137 -0.1220567804
## Creative.Technologies 0.017058251 -0.0173223769
## Curriculum.and.Teaching 0.054477565 0.1967663342
## Dance.Education -0.160367250 -0.3302014459
## Deaf.and.Hard.of.Hearing 0.161212577 0.3309103032
## Design.and.Development.of.Digital.Games 0.261054537 -0.0035860240
## Developmental.Psychology 0.015326557 -0.0268079790
## Diabetes.Education 0.074387613 -0.1671738241
## Early.Childhood.Education 0.061601370 -0.0438365692
## Early.Childhood.Special.Education 0.012300015 0.1711000764
## Economics.and.Education -0.072770358 0.0847605014
## Education.Technology 0.064048111 -0.0140960041
## Education.Leadership 0.157382007 0.1121928561
## Education.Policy 0.050494659 -0.0078491399
## Inclusive.Education -0.009360034 -0.0823409993
## English.Education -0.030311108 0.0641600607
## Change.Leadership 0.023421287 -0.1811674987
## Nursing -0.155418220 -0.0227221190
## Gifted.Education 0.044345270 0.0591268978
## Health.Education 0.230437889 0.2331495367
## Higher.and.Postsecondary.Education -0.047274342 -0.0280990505
## History -0.216194407 0.1453314860
## Instructional.Technology.and.Media -0.043854544 -0.0311774103
## Intellectual.Disability.Autism -0.057704207 -0.0048344845
## International.and.Comparative.Education 0.059035187 -0.1654640119
## Kinesiology -0.002020168 -0.0053356664
## Learning.Analytics 0.224814587 0.0964828066
## Literacy 0.032092754 -0.2153536908
## Mathematics -0.155279722 0.1501213481
## Measurement..Evaluation.and.Statistics -0.079947748 0.0014612370
## Motor.Learning.and.Control -0.047888289 -0.0732679770
## Movement.Science -0.078276805 -0.0767193859
## Music 0.141147610 0.1500919111
## Neuroscience 0.211404603 -0.0937634941
## Nutrition -0.104541098 -0.1641555097
## Leadership 0.049002648 0.1003765633
## Philosophy 0.268370069 -0.0774558687
## Physical.Education 0.027468283 -0.0293916196
## Politics -0.226648414 0.1077825335
## Private.School.Leadership 0.115336079 -0.0123007798
## Psychological.Counseling -0.104921393 -0.0008685154
## Psychology 0.008034914 -0.0772031035
## Reading 0.075466572 -0.1519904166
## School.Psychology 0.190417174 -0.0669239568
## Science.Education -0.149257905 -0.0657098749
## Sexuality..Women.and.Gender.in.Psychology -0.245712020 0.2097801993
## Social.Organizational.Psychology -0.139650653 -0.1059335830
## Sociology 0.028250282 0.0518478766
## Spirituality.Mind.Body 0.229076601 -0.1388291815
## School.Principals 0.043712270 0.1353588468
## Urban.Education -0.002142530 0.2092985404
## Counseling.Psychology -0.158956201 0.0117250717
## Communication.Media.and.Learning.Technologies -0.045106406 0.0071793605
## cluster -0.058137085 0.0966268008
## PC55 PC56
## Adult.Education 0.089832859 -0.038262268
## Anthropology 0.173291732 0.167872723
## Social.Studies 0.055915135 -0.098151815
## Physiology 0.069661634 -0.223028478
## Behavior.Analysis 0.002431562 0.050644539
## Linguistics 0.250509585 -0.043990853
## Art.Education 0.059759714 0.091738167
## Teaching.English -0.178836462 0.009879496
## Arts.Administration 0.012724095 -0.144391288
## Bilingual.Bicultural.Education 0.138474987 -0.114113196
## Clinical.Psychology 0.062300748 -0.084897469
## Cognitive.Science 0.137598458 -0.001273761
## College.Advising 0.030320273 -0.118765255
## Communication.Sciences.and.Disorders 0.066447165 0.112119976
## Cooperation.and.Conflict.Resolution -0.111342411 0.198274687
## Creative.Technologies 0.112344520 0.006516558
## Curriculum.and.Teaching 0.079208719 0.272303076
## Dance.Education 0.197843243 -0.002059662
## Deaf.and.Hard.of.Hearing -0.091330673 0.045407563
## Design.and.Development.of.Digital.Games -0.337310752 0.082481505
## Developmental.Psychology -0.156066498 -0.129434273
## Diabetes.Education 0.215235270 0.057026888
## Early.Childhood.Education -0.045226592 -0.040261466
## Early.Childhood.Special.Education -0.064810113 0.275809052
## Economics.and.Education 0.058458318 0.006116418
## Education.Technology 0.152551657 0.043462357
## Education.Leadership 0.216114512 -0.128634911
## Education.Policy -0.025229206 -0.004707092
## Inclusive.Education 0.073018128 0.007830281
## English.Education 0.002317740 -0.221575977
## Change.Leadership 0.048886695 0.113089876
## Nursing -0.064076054 -0.188446140
## Gifted.Education -0.071919912 0.135397866
## Health.Education 0.072493536 -0.069882172
## Higher.and.Postsecondary.Education -0.230810746 -0.025495020
## History -0.100374364 0.174329660
## Instructional.Technology.and.Media -0.080630765 -0.113827329
## Intellectual.Disability.Autism -0.128377954 -0.001528788
## International.and.Comparative.Education -0.142944975 0.032577148
## Kinesiology -0.001661091 -0.008727439
## Learning.Analytics 0.001160521 0.048911206
## Literacy -0.084944518 -0.139191299
## Mathematics 0.133000141 -0.009241285
## Measurement..Evaluation.and.Statistics -0.113127124 0.200221526
## Motor.Learning.and.Control -0.044855783 0.060184291
## Movement.Science 0.012902743 -0.020586512
## Music 0.011280889 -0.316331166
## Neuroscience -0.011584110 0.097100258
## Nutrition -0.029550295 0.122545677
## Leadership 0.195941295 0.225059020
## Philosophy 0.051557564 0.076359951
## Physical.Education -0.030155393 -0.017610824
## Politics -0.158995836 -0.052871186
## Private.School.Leadership 0.139562432 -0.082122174
## Psychological.Counseling -0.012271744 0.126419779
## Psychology -0.083766465 -0.095442082
## Reading 0.172831968 0.119110106
## School.Psychology 0.078481241 -0.221226492
## Science.Education 0.222281539 -0.048687180
## Sexuality..Women.and.Gender.in.Psychology 0.018004366 -0.056874488
## Social.Organizational.Psychology 0.056830979 0.110409535
## Sociology 0.010805736 0.116825096
## Spirituality.Mind.Body -0.136464610 0.063912664
## School.Principals -0.153266014 -0.053428336
## Urban.Education -0.184117430 -0.113794658
## Counseling.Psychology -0.140405177 -0.032530446
## Communication.Media.and.Learning.Technologies -0.113671357 -0.133818316
## cluster -0.054025225 0.102395654
## PC57 PC58
## Adult.Education -0.2212529347 0.053305741
## Anthropology 0.1008364751 0.062009531
## Social.Studies 0.1096565429 -0.258100055
## Physiology -0.0265015869 -0.209691713
## Behavior.Analysis -0.1215083712 -0.054502919
## Linguistics 0.1532654052 -0.019745025
## Art.Education -0.0177332220 -0.076800575
## Teaching.English -0.1761038743 0.051247444
## Arts.Administration -0.1201458944 0.037346091
## Bilingual.Bicultural.Education 0.0587439404 0.098196732
## Clinical.Psychology 0.1597296160 0.266635350
## Cognitive.Science -0.1895989665 0.085580626
## College.Advising 0.0003290564 -0.063251546
## Communication.Sciences.and.Disorders 0.1294720007 -0.238109742
## Cooperation.and.Conflict.Resolution 0.0043561027 0.008246997
## Creative.Technologies 0.0178920985 -0.035896906
## Curriculum.and.Teaching -0.0343979447 -0.125102238
## Dance.Education 0.0403914006 -0.055157003
## Deaf.and.Hard.of.Hearing -0.1531243872 -0.015599760
## Design.and.Development.of.Digital.Games 0.0040691158 0.033973216
## Developmental.Psychology 0.1305676189 -0.070349337
## Diabetes.Education 0.0933674781 -0.058488122
## Early.Childhood.Education 0.1768155858 -0.085495582
## Early.Childhood.Special.Education -0.0034985478 -0.028210188
## Economics.and.Education 0.0703389787 0.267256502
## Education.Technology 0.0954834827 0.081868809
## Education.Leadership 0.1004964276 0.006168205
## Education.Policy 0.0223180699 0.116213043
## Inclusive.Education -0.1287436558 0.073910547
## English.Education 0.0431101176 -0.029819045
## Change.Leadership 0.0727290295 -0.217090320
## Nursing 0.0534925638 -0.136484342
## Gifted.Education 0.0068565252 -0.028901441
## Health.Education -0.0101424726 0.048924887
## Higher.and.Postsecondary.Education 0.0386046256 -0.214960770
## History -0.1373144732 0.061248391
## Instructional.Technology.and.Media -0.0566215311 -0.061767049
## Intellectual.Disability.Autism -0.0492757628 0.078344536
## International.and.Comparative.Education 0.1118752361 0.082962581
## Kinesiology 0.0152542884 0.133686885
## Learning.Analytics 0.1163379951 -0.139724929
## Literacy 0.0309454843 -0.208550965
## Mathematics 0.2192047215 -0.003713949
## Measurement..Evaluation.and.Statistics 0.3195649908 0.148943118
## Motor.Learning.and.Control 0.0860865813 -0.099290531
## Movement.Science 0.0661380660 0.034905694
## Music 0.0645694169 0.050878428
## Neuroscience -0.0888561320 0.209820334
## Nutrition -0.0555136339 0.106179823
## Leadership -0.0887527705 -0.215740724
## Philosophy 0.0185719261 -0.008870559
## Physical.Education -0.1227735126 0.009180604
## Politics -0.1161428184 0.075998996
## Private.School.Leadership -0.0615713702 0.108870749
## Psychological.Counseling 0.1580557460 -0.001075256
## Psychology -0.1479504153 -0.284104083
## Reading -0.1267737782 0.059572548
## School.Psychology 0.0013561412 0.036203962
## Science.Education -0.4174305590 -0.020726913
## Sexuality..Women.and.Gender.in.Psychology 0.1627435394 0.083428977
## Social.Organizational.Psychology 0.0967143059 -0.093284613
## Sociology -0.2303944313 -0.179083956
## Spirituality.Mind.Body 0.0215863341 0.170577936
## School.Principals 0.0978922102 -0.167499211
## Urban.Education -0.0037278861 0.094227555
## Counseling.Psychology -0.0012260487 -0.030547499
## Communication.Media.and.Learning.Technologies -0.1407846381 0.037485225
## cluster -0.0225152705 -0.102308249
## PC59 PC60
## Adult.Education 0.051323968 0.100526939
## Anthropology 0.144189162 -0.105883008
## Social.Studies -0.148824801 -0.128873691
## Physiology 0.070972406 0.118555690
## Behavior.Analysis 0.038008448 -0.046532670
## Linguistics 0.329150716 0.022808142
## Art.Education -0.021896696 0.036433054
## Teaching.English 0.008967520 -0.139661638
## Arts.Administration -0.110345668 0.073313052
## Bilingual.Bicultural.Education 0.028371429 -0.037534404
## Clinical.Psychology -0.035408558 -0.163884650
## Cognitive.Science -0.256907497 -0.183332450
## College.Advising 0.288386031 0.220477675
## Communication.Sciences.and.Disorders 0.001504431 0.018634576
## Cooperation.and.Conflict.Resolution 0.164825287 -0.004393665
## Creative.Technologies -0.005387485 0.150194473
## Curriculum.and.Teaching -0.096621163 -0.058248775
## Dance.Education -0.057294831 0.110053413
## Deaf.and.Hard.of.Hearing -0.101284086 -0.122194077
## Design.and.Development.of.Digital.Games 0.077856642 0.010418743
## Developmental.Psychology 0.036218429 -0.134834874
## Diabetes.Education -0.071291221 -0.059182788
## Early.Childhood.Education 0.073882783 -0.191621817
## Early.Childhood.Special.Education 0.114276109 0.223428564
## Economics.and.Education -0.139787420 -0.117387350
## Education.Technology -0.043941193 0.108471723
## Education.Leadership 0.088625596 -0.095517424
## Education.Policy 0.036527761 0.098402495
## Inclusive.Education 0.105484754 -0.119911317
## English.Education 0.022279384 0.014190726
## Change.Leadership 0.128308902 0.031753452
## Nursing 0.001153342 -0.055120774
## Gifted.Education 0.033188899 0.075698497
## Health.Education -0.096128844 0.355004830
## Higher.and.Postsecondary.Education -0.090552683 0.024064054
## History 0.039740123 0.023890376
## Instructional.Technology.and.Media -0.111560946 -0.005650963
## Intellectual.Disability.Autism -0.229629661 0.103638835
## International.and.Comparative.Education -0.011313571 0.083516820
## Kinesiology 0.078489232 0.205052648
## Learning.Analytics -0.038482214 -0.029550304
## Literacy -0.125901280 0.073580796
## Mathematics -0.011213547 0.047970699
## Measurement..Evaluation.and.Statistics -0.105469469 0.134946072
## Motor.Learning.and.Control 0.022639888 -0.146828459
## Movement.Science -0.066494030 0.075889506
## Music -0.013584566 0.006511968
## Neuroscience 0.065759361 0.033681277
## Nutrition 0.100041844 -0.276867469
## Leadership -0.204179844 -0.155418437
## Philosophy -0.068746290 -0.046247058
## Physical.Education 0.014104989 -0.231507708
## Politics -0.030454044 0.091823464
## Private.School.Leadership -0.056506680 -0.040834546
## Psychological.Counseling -0.149133306 0.016151842
## Psychology -0.029421378 0.081988550
## Reading -0.067466798 0.173582116
## School.Psychology 0.112081123 -0.055242003
## Science.Education 0.179237257 0.034797251
## Sexuality..Women.and.Gender.in.Psychology 0.070878384 -0.135299626
## Social.Organizational.Psychology -0.131703687 0.168664900
## Sociology 0.022882613 0.040196754
## Spirituality.Mind.Body 0.111045108 -0.035096824
## School.Principals 0.020077563 -0.115962433
## Urban.Education -0.023301093 0.130321521
## Counseling.Psychology 0.276921431 0.101755808
## Communication.Media.and.Learning.Technologies -0.107583274 -0.098451324
## cluster 0.385636378 -0.166644886
## PC61 PC62
## Adult.Education 0.019366907 5.321394e-02
## Anthropology -0.060050049 -1.341617e-01
## Social.Studies -0.111322472 5.420838e-02
## Physiology -0.006538840 2.459426e-02
## Behavior.Analysis 0.066310525 3.290938e-02
## Linguistics -0.123984251 -2.155328e-03
## Art.Education -0.012617512 -8.048202e-02
## Teaching.English 0.158110684 3.849636e-02
## Arts.Administration 0.050827652 -8.042016e-02
## Bilingual.Bicultural.Education -0.023151960 1.605336e-01
## Clinical.Psychology 0.028970738 8.920938e-02
## Cognitive.Science 0.160119790 9.408949e-02
## College.Advising -0.040107779 5.461712e-02
## Communication.Sciences.and.Disorders 0.098505822 -7.778999e-02
## Cooperation.and.Conflict.Resolution 0.031539191 -2.386765e-01
## Creative.Technologies 0.008078409 -4.336347e-02
## Curriculum.and.Teaching -0.119268300 -2.442903e-03
## Dance.Education 0.046474155 -1.143018e-01
## Deaf.and.Hard.of.Hearing 0.021743624 3.365923e-02
## Design.and.Development.of.Digital.Games -0.171524705 1.514177e-01
## Developmental.Psychology -0.116909243 8.771857e-02
## Diabetes.Education -0.122529924 -9.544320e-02
## Early.Childhood.Education -0.045858324 -3.081199e-02
## Early.Childhood.Special.Education -0.092716678 9.375616e-02
## Economics.and.Education -0.228256919 -1.884100e-01
## Education.Technology 0.149497679 1.198156e-01
## Education.Leadership 0.037295808 2.967586e-01
## Education.Policy 0.105994687 -1.352005e-01
## Inclusive.Education 0.116281279 -4.220078e-03
## English.Education 0.079910167 -4.066862e-02
## Change.Leadership 0.230356266 1.696053e-01
## Nursing -0.053365254 -4.189908e-02
## Gifted.Education -0.070664740 -1.483989e-01
## Health.Education 0.019361573 -1.564594e-01
## Higher.and.Postsecondary.Education 0.259221288 -3.539863e-03
## History 0.181746061 -1.439885e-01
## Instructional.Technology.and.Media -0.123413695 1.992799e-02
## Intellectual.Disability.Autism -0.104326747 -1.109464e-01
## International.and.Comparative.Education 0.130004839 -1.255019e-01
## Kinesiology -0.071517552 8.955213e-03
## Learning.Analytics 0.132406470 -1.543569e-01
## Literacy -0.057894061 -6.820034e-02
## Mathematics 0.196859059 1.410065e-02
## Measurement..Evaluation.and.Statistics -0.193564737 3.006569e-02
## Motor.Learning.and.Control -0.080646947 -8.909729e-02
## Movement.Science 0.040679121 1.463141e-01
## Music 0.204410747 -3.724294e-02
## Neuroscience 0.017713149 2.328117e-01
## Nutrition 0.000834100 7.902977e-02
## Leadership -0.062340807 6.898860e-02
## Philosophy -0.012498972 2.974688e-03
## Physical.Education 0.072365628 6.178613e-02
## Politics -0.197280069 2.330588e-01
## Private.School.Leadership -0.087730819 -4.065452e-01
## Psychological.Counseling 0.198972107 1.379599e-02
## Psychology -0.269678507 -1.098212e-01
## Reading -0.113566467 1.847424e-01
## School.Psychology -0.145117040 3.783971e-05
## Science.Education -0.053401176 -1.110860e-01
## Sexuality..Women.and.Gender.in.Psychology -0.108647101 -1.396024e-01
## Social.Organizational.Psychology -0.189605094 2.279411e-01
## Sociology 0.103546929 -1.055418e-02
## Spirituality.Mind.Body 0.081807502 -1.336360e-01
## School.Principals 0.040389768 2.161831e-02
## Urban.Education 0.046684665 6.227624e-02
## Counseling.Psychology 0.077698756 1.195794e-03
## Communication.Media.and.Learning.Technologies -0.207782677 1.352184e-03
## cluster -0.154385044 -1.922079e-02
## PC63 PC64
## Adult.Education -0.024670266 -0.2361255181
## Anthropology -0.112554144 0.0524052840
## Social.Studies -0.138172861 -0.1329893718
## Physiology 0.006096930 -0.0132753123
## Behavior.Analysis 0.068064959 -0.0356362878
## Linguistics -0.172007350 0.2580376911
## Art.Education 0.167247039 0.1060984326
## Teaching.English -0.106691916 0.0126998703
## Arts.Administration -0.138281514 0.0276227696
## Bilingual.Bicultural.Education 0.124567103 -0.0625787125
## Clinical.Psychology -0.076930842 -0.1497589975
## Cognitive.Science 0.047536283 0.0720962157
## College.Advising -0.016403736 0.1171072847
## Communication.Sciences.and.Disorders 0.035949079 0.1133406796
## Cooperation.and.Conflict.Resolution 0.225595275 0.0497064095
## Creative.Technologies 0.163437781 -0.1521967902
## Curriculum.and.Teaching -0.069926885 -0.1689991031
## Dance.Education 0.018696699 0.0051725836
## Deaf.and.Hard.of.Hearing 0.132036568 -0.1425426234
## Design.and.Development.of.Digital.Games -0.082688492 -0.0022480800
## Developmental.Psychology 0.026010314 -0.0435172651
## Diabetes.Education -0.021546300 -0.0598390933
## Early.Childhood.Education 0.011557289 0.0506289206
## Early.Childhood.Special.Education 0.174279830 0.0466776437
## Economics.and.Education -0.097046194 0.0343561408
## Education.Technology -0.019505930 -0.0767844478
## Education.Leadership 0.180166856 0.1542349357
## Education.Policy -0.025121055 -0.0927358342
## Inclusive.Education -0.028000596 -0.0293546663
## English.Education -0.106860958 -0.1454609539
## Change.Leadership -0.234527916 -0.0497305893
## Nursing 0.095301418 0.0007980749
## Gifted.Education -0.258574850 -0.0141612721
## Health.Education 0.101860832 -0.0961136293
## Higher.and.Postsecondary.Education -0.066838651 -0.1651873643
## History -0.133655897 0.0512637140
## Instructional.Technology.and.Media 0.253745044 0.0208907301
## Intellectual.Disability.Autism -0.114154657 -0.0467847880
## International.and.Comparative.Education 0.128962994 0.0452134660
## Kinesiology -0.338714068 0.1011584161
## Learning.Analytics -0.022583737 0.1989565403
## Literacy 0.153371870 -0.2378071643
## Mathematics 0.040464066 -0.1476374077
## Measurement..Evaluation.and.Statistics 0.080523875 0.0597231562
## Motor.Learning.and.Control 0.018535170 -0.1358109877
## Movement.Science -0.292890091 -0.0386155519
## Music 0.089465382 0.2244340616
## Neuroscience -0.011574539 -0.2104754959
## Nutrition 0.122314986 0.1661428081
## Leadership 0.047596360 0.1001965682
## Philosophy 0.079520115 -0.0314791412
## Physical.Education -0.076113095 0.0724438465
## Politics -0.027118510 0.0512663756
## Private.School.Leadership 0.007762018 -0.0218636993
## Psychological.Counseling -0.045790530 -0.0046149052
## Psychology -0.129268213 0.1270853273
## Reading 0.122862031 -0.0555655430
## School.Psychology -0.035956532 -0.1270681961
## Science.Education 0.079244832 -0.0321225407
## Sexuality..Women.and.Gender.in.Psychology 0.078849877 -0.2671709159
## Social.Organizational.Psychology 0.073129982 0.0685652492
## Sociology -0.067154832 0.0485684891
## Spirituality.Mind.Body 0.155666411 0.0660810761
## School.Principals 0.018534672 0.0764897100
## Urban.Education 0.024085915 0.0254795612
## Counseling.Psychology 0.207635108 -0.0107313279
## Communication.Media.and.Learning.Technologies -0.012470439 0.2294268941
## cluster -0.028684109 -0.3477530856
## PC65 PC66
## Adult.Education 0.1210618023 0.022783726
## Anthropology -0.0544807745 -0.219734907
## Social.Studies 0.0137905792 0.062780264
## Physiology 0.1847208003 -0.215747810
## Behavior.Analysis 0.1014806814 0.125575348
## Linguistics -0.1857753045 0.129414155
## Art.Education 0.0578415602 0.091654676
## Teaching.English -0.0520846646 0.092226068
## Arts.Administration -0.1766927256 0.033273460
## Bilingual.Bicultural.Education -0.1737045525 -0.218733854
## Clinical.Psychology 0.2237513212 -0.040543327
## Cognitive.Science 0.1412458775 -0.158568016
## College.Advising -0.0557714333 0.108260129
## Communication.Sciences.and.Disorders -0.0722914133 -0.001098182
## Cooperation.and.Conflict.Resolution -0.0697681077 -0.108128614
## Creative.Technologies 0.2248668245 -0.027571584
## Curriculum.and.Teaching 0.2919744202 -0.110315572
## Dance.Education -0.0035368779 -0.036900847
## Deaf.and.Hard.of.Hearing -0.2489636239 -0.134972170
## Design.and.Development.of.Digital.Games 0.1090636735 0.116297225
## Developmental.Psychology 0.1230234261 -0.169722923
## Diabetes.Education -0.0573625749 0.069800551
## Early.Childhood.Education 0.0198668031 -0.021696474
## Early.Childhood.Special.Education 0.0600444235 -0.009723953
## Economics.and.Education 0.1601727894 -0.037934328
## Education.Technology -0.1546907287 -0.192709784
## Education.Leadership 0.1053673363 0.011731814
## Education.Policy 0.0320970360 0.027793729
## Inclusive.Education -0.1537593148 0.056312337
## English.Education 0.1162073240 0.156083979
## Change.Leadership 0.2525589059 -0.047748916
## Nursing 0.0670226273 -0.070177601
## Gifted.Education 0.0722739132 0.049301357
## Health.Education -0.0709279043 0.155388443
## Higher.and.Postsecondary.Education -0.0568393761 -0.060932989
## History 0.1402642083 0.147734207
## Instructional.Technology.and.Media -0.0544084217 0.150890807
## Intellectual.Disability.Autism 0.0716782967 -0.054216456
## International.and.Comparative.Education -0.1969910959 -0.273150866
## Kinesiology 0.0896657973 -0.136463194
## Learning.Analytics -0.0658807680 -0.053810625
## Literacy -0.0221386228 0.065667391
## Mathematics 0.0312330596 0.328223297
## Measurement..Evaluation.and.Statistics -0.0006602733 0.085832409
## Motor.Learning.and.Control -0.0768210588 0.024100033
## Movement.Science -0.2002172266 -0.089211006
## Music 0.1323530200 -0.026201733
## Neuroscience -0.1389137418 0.171617517
## Nutrition 0.0463332007 0.043795788
## Leadership -0.0846913096 0.147129047
## Philosophy 0.0388995076 -0.130103892
## Physical.Education -0.0342099936 0.072084433
## Politics -0.0902916433 0.159197297
## Private.School.Leadership 0.0561619895 0.047448386
## Psychological.Counseling -0.1411071425 -0.016849824
## Psychology -0.0818527069 -0.117313838
## Reading -0.0828038891 -0.091941896
## School.Psychology -0.1084758680 0.085177613
## Science.Education 0.0727136395 -0.092361324
## Sexuality..Women.and.Gender.in.Psychology -0.1603333135 0.105578608
## Social.Organizational.Psychology 0.1060162746 -0.033231095
## Sociology -0.1184874249 0.052867005
## Spirituality.Mind.Body 0.1411304310 0.035701547
## School.Principals -0.0163794825 0.090247277
## Urban.Education -0.0569681653 -0.303616525
## Counseling.Psychology 0.1494705982 0.014455238
## Communication.Media.and.Learning.Technologies 0.0160123871 0.003260484
## cluster -0.0758497151 -0.192757064
## PC67 PC68
## Adult.Education 0.056081451 0.242700911
## Anthropology -0.079241119 0.083272639
## Social.Studies 0.062832908 0.012086192
## Physiology -0.057480311 -0.081362714
## Behavior.Analysis 0.039785363 0.138561013
## Linguistics 0.021627163 -0.004189335
## Art.Education -0.021944777 -0.016110280
## Teaching.English 0.016407300 -0.114692854
## Arts.Administration 0.152859902 0.161593362
## Bilingual.Bicultural.Education -0.063732879 0.106810702
## Clinical.Psychology 0.026066176 -0.172711525
## Cognitive.Science 0.133474528 -0.203467372
## College.Advising 0.085937221 -0.150638277
## Communication.Sciences.and.Disorders 0.007248125 -0.145829947
## Cooperation.and.Conflict.Resolution 0.086808661 -0.177744264
## Creative.Technologies -0.151715429 -0.011642641
## Curriculum.and.Teaching 0.025026299 -0.038749237
## Dance.Education 0.000513472 -0.077236175
## Deaf.and.Hard.of.Hearing -0.056485346 -0.086362377
## Design.and.Development.of.Digital.Games -0.119808266 0.108794005
## Developmental.Psychology 0.061146201 -0.042610217
## Diabetes.Education 0.077765242 -0.034744348
## Early.Childhood.Education -0.034791593 0.191233331
## Early.Childhood.Special.Education 0.004974829 -0.037439884
## Economics.and.Education -0.092978672 -0.132208017
## Education.Technology 0.088857528 0.194275058
## Education.Leadership -0.005678736 -0.137718928
## Education.Policy -0.024289815 -0.168755949
## Inclusive.Education 0.042932390 0.079533826
## English.Education 0.201181866 -0.122605739
## Change.Leadership -0.187709237 -0.001304655
## Nursing -0.103422703 0.082955933
## Gifted.Education 0.103276766 -0.135673867
## Health.Education 0.051195808 -0.133649515
## Higher.and.Postsecondary.Education -0.046634930 -0.067889358
## History -0.194603994 0.009027319
## Instructional.Technology.and.Media 0.033206169 -0.051440095
## Intellectual.Disability.Autism 0.043127557 0.197927115
## International.and.Comparative.Education -0.072912501 -0.186424174
## Kinesiology 0.134545841 -0.016785990
## Learning.Analytics 0.121717690 0.047673985
## Literacy 0.125075100 -0.063398922
## Mathematics -0.095370000 0.040744761
## Measurement..Evaluation.and.Statistics -0.078651429 0.056346801
## Motor.Learning.and.Control -0.062061267 0.018487186
## Movement.Science 0.179319568 -0.074494071
## Music -0.031602524 -0.010397229
## Neuroscience -0.156665103 -0.162379505
## Nutrition -0.087719379 0.078280713
## Leadership 0.133950998 -0.063702138
## Philosophy 0.071485526 0.063025006
## Physical.Education -0.106704448 0.069511136
## Politics 0.028149698 -0.205704975
## Private.School.Leadership -0.064311192 0.153541001
## Psychological.Counseling -0.031303850 -0.025690563
## Psychology -0.375614834 -0.097017289
## Reading -0.173897351 0.008444118
## School.Psychology -0.140157498 0.004924440
## Science.Education -0.043376914 -0.120859231
## Sexuality..Women.and.Gender.in.Psychology -0.017539458 0.135801928
## Social.Organizational.Psychology 0.247553324 0.131181234
## Sociology 0.113767501 0.257046165
## Spirituality.Mind.Body 0.309874715 -0.070306619
## School.Principals -0.055577389 -0.095841765
## Urban.Education -0.060408148 0.149008547
## Counseling.Psychology 0.142583066 0.283695191
## Communication.Media.and.Learning.Technologies 0.245789706 0.009419217
## cluster 0.275807197 -0.148569684DRF1 <- t(pcaF$rotation)
DRF2 <- pcaF$x %*% DRF1
corrgram(DRF2)
# Using biplot to get a visualization of which programs "go together". (A little bit hard to see because of too many variables.)
biplot(pcaF)
# Another approach: heatmap
heatmap(DRF2)
### Determine which program goes together: Using descending order to rank programs by PCs
# Make all eigenvectors positive
loadings_rank <- abs(pcaF$rotation)
# Computes each row as a proportion of the column.
loadings_rank_df <- as.data.frame(sweep(loadings_rank, 2, colSums(loadings_rank), "/"))
# Generating a components*program matrix
components_by_program <- data.frame(initialise = matrix(NA, nrow = 68, ncol = 1))
# Get all PCs names
PCs <- colnames(loadings_rank_df)
PCs## [1] "PC1" "PC2" "PC3" "PC4" "PC5" "PC6" "PC7" "PC8" "PC9" "PC10"
## [11] "PC11" "PC12" "PC13" "PC14" "PC15" "PC16" "PC17" "PC18" "PC19" "PC20"
## [21] "PC21" "PC22" "PC23" "PC24" "PC25" "PC26" "PC27" "PC28" "PC29" "PC30"
## [31] "PC31" "PC32" "PC33" "PC34" "PC35" "PC36" "PC37" "PC38" "PC39" "PC40"
## [41] "PC41" "PC42" "PC43" "PC44" "PC45" "PC46" "PC47" "PC48" "PC49" "PC50"
## [51] "PC51" "PC52" "PC53" "PC54" "PC55" "PC56" "PC57" "PC58" "PC59" "PC60"
## [61] "PC61" "PC62" "PC63" "PC64" "PC65" "PC66" "PC67" "PC68"# Get all programs names
programN <- rownames(loadings_rank_df)
# Get the components*program matrix
loadings_rank_df <- cbind(programN, loadings_rank_df)
# Using for loop to generate descending order of program in terms of PCs
library(tidyr)
library(dplyr)##
## Attaching package: 'dplyr'## The following objects are masked from 'package:stats':
##
## filter, lag## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, unionfor (column in PCs) {
sorted_programs <- arrange(loadings_rank_df, desc(!!sym(column)))
components_by_program <- cbind(components_by_program, sorted_programs, stringsAsFactors = FALSE)
}
# Results
components_by_program <- components_by_program[, -1]
components_by_program ## programN PC1 PC2
## 1 Change.Leadership 0.03986489 0.001507808
## 2 Economics.and.Education 0.03359183 0.008906657
## 3 Education.Policy 0.03232672 0.008793870
## 4 School.Principals 0.03192137 0.005382745
## 5 Social.Organizational.Psychology 0.03184102 0.008441504
## 6 Politics 0.03108922 0.016924948
## 7 Arts.Administration 0.03079837 0.007006109
## 8 Cooperation.and.Conflict.Resolution 0.03050954 0.008861744
## 9 Private.School.Leadership 0.02959107 0.009104437
## 10 Leadership 0.02906756 0.008565375
## 11 Adult.Education 0.02842413 0.013389713
## 12 Urban.Education 0.02815564 0.004910671
## 13 Bilingual.Bicultural.Education 0.02760691 0.013406975
## 14 History 0.02666355 0.002442781
## 15 Education.Leadership 0.02398176 0.004788017
## 16 Clinical.Psychology 0.02220278 0.037195249
## 17 Sexuality..Women.and.Gender.in.Psychology 0.02166156 0.026960344
## 18 Sociology 0.02158233 0.024251895
## 19 International.and.Comparative.Education 0.02113102 0.021317674
## 20 Reading 0.02044067 0.001183486
## 21 Psychology 0.02043693 0.030001191
## PC3 PC4 PC5 PC6 PC7
## 1 0.0131650993 0.0212088348 0.009947538 0.0187839045 0.0044568386
## 2 0.0028566709 0.0191995859 0.018205005 0.0019850768 0.0078716548
## 3 0.0080993748 0.0114610317 0.001533022 0.0012701672 0.0369923208
## 4 0.0059569597 0.0014717177 0.007939695 0.0095744632 0.0231181239
## 5 0.0116379852 0.0017916352 0.009742845 0.0136477547 0.0032897977
## 6 0.0029590339 0.0239706237 0.007268134 0.0004427211 0.0068301255
## 7 0.0247494405 0.0064167536 0.028090936 0.0099180873 0.0054056539
## 8 0.0055603952 0.0059667531 0.003008791 0.0044337281 0.0145779120
## 9 0.0041877010 0.0035497901 0.030995370 0.0267911433 0.0103694505
## 10 0.0086364809 0.0309221908 0.003686220 0.0018731048 0.0036920279
## 11 0.0011753502 0.0094882961 0.020011212 0.0262821686 0.0201978831
## 12 0.0076600332 0.0119702405 0.029310308 0.0076374091 0.0094355140
## 13 0.0068110215 0.0283298432 0.005426524 0.0187132195 0.0284029244
## 14 0.0015556889 0.0021290297 0.053094195 0.0056032077 0.0024226234
## 15 0.0006161223 0.0141566868 0.025750436 0.0036752154 0.0141107272
## 16 0.0031620282 0.0011901552 0.004759591 0.0145551406 0.0204610368
## 17 0.0039637231 0.0126042931 0.023231967 0.0241148815 0.0164765555
## 18 0.0045334295 0.0278952166 0.002804944 0.0061365878 0.0112917391
## 19 0.0015737879 0.0026405401 0.015324399 0.0156102970 0.0005809751
## 20 0.0079798028 0.0150766710 0.028443466 0.0131204338 0.0029247239
## 21 0.0276083755 0.0004348856 0.015451342 0.0010334181 0.0095060500
## PC8 PC9 PC10 PC11 PC12
## 1 4.742287e-05 0.003735709 0.017923522 0.0139374341 0.002607609
## 2 9.713329e-03 0.017746346 0.015958840 0.0104475007 0.009214677
## 3 9.551069e-04 0.024343303 0.013223084 0.0040301126 0.002593966
## 4 5.921207e-03 0.037217360 0.006937126 0.0034252138 0.011983355
## 5 2.431863e-02 0.021943755 0.013233637 0.0333162842 0.027240108
## 6 2.075811e-02 0.009224028 0.022459779 0.0076984392 0.004691874
## 7 8.087988e-03 0.015575526 0.001727470 0.0087334005 0.008750914
## 8 8.662859e-03 0.029455859 0.019842011 0.0102516983 0.024695811
## 9 8.365476e-03 0.004407586 0.001812960 0.0009176543 0.009298711
## 10 1.359430e-02 0.014778634 0.011599983 0.0163225177 0.056382300
## 11 1.356196e-02 0.001392056 0.011861438 0.0058608203 0.004401913
## 12 3.688820e-02 0.020057965 0.006844420 0.0180700950 0.005481427
## 13 4.377948e-03 0.021853686 0.022701633 0.0266235598 0.005235833
## 14 1.587315e-02 0.001431406 0.002892222 0.0052773453 0.016671175
## 15 1.261220e-02 0.002085505 0.038295848 0.0180075020 0.019437492
## 16 9.670310e-03 0.007534750 0.004432939 0.0003156260 0.021808217
## 17 1.333939e-02 0.020629130 0.013306482 0.0280992606 0.013508356
## 18 7.061468e-03 0.001296332 0.015074211 0.0262233891 0.008732706
## 19 4.957592e-02 0.009503601 0.001553652 0.0405829182 0.007378154
## 20 2.327535e-02 0.004192322 0.013178618 0.0151928942 0.032431938
## 21 1.142318e-02 0.023075020 0.005924139 0.0106450592 0.019921440
## PC13 PC14 PC15 PC16 PC17
## 1 0.0073583512 0.014625650 0.0120026413 0.011577729 0.0106277830
## 2 0.0059522552 0.031663960 0.0001306213 0.004179001 0.0278652033
## 3 0.0087899478 0.000878627 0.0225678144 0.012958470 0.0102873586
## 4 0.0005246415 0.008410295 0.0228167640 0.007366102 0.0011797135
## 5 0.0183521730 0.015208806 0.0158927740 0.018681853 0.0015579368
## 6 0.0041233037 0.014102596 0.0100466174 0.020743826 0.0165994936
## 7 0.0006597047 0.003852231 0.0112515795 0.012968430 0.0039321607
## 8 0.0181019454 0.009416753 0.0171002435 0.002798045 0.0004136718
## 9 0.0067930806 0.034163625 0.0095813212 0.005696281 0.0052771841
## 10 0.0143564240 0.020807749 0.0043913482 0.016402759 0.0003313023
## 11 0.0027171270 0.019192429 0.0213545867 0.020422979 0.0102031935
## 12 0.0010188237 0.022412447 0.0050227151 0.005434683 0.0191702590
## 13 0.0100731292 0.001194451 0.0094952899 0.015421788 0.0042930855
## 14 0.0013146984 0.022575312 0.0144500273 0.007566383 0.0086314728
## 15 0.0134708181 0.052032344 0.0166055939 0.005221424 0.0363839623
## 16 0.0003086636 0.006200889 0.0038287891 0.004582990 0.0406961358
## 17 0.0095990422 0.002827734 0.0241542699 0.003440244 0.0041580796
## 18 0.0003873450 0.020560176 0.0091526378 0.008549125 0.0077309109
## 19 0.0044826857 0.011440915 0.0122508356 0.002374252 0.0060490029
## 20 0.0292802971 0.001919035 0.0107043676 0.006045508 0.0360861494
## 21 0.0272607544 0.013679270 0.0036906284 0.002127134 0.0181882465
## PC18 PC19 PC20 PC21 PC22
## 1 0.0074264591 0.0084128302 0.005304519 0.0086090480 0.0017019265
## 2 0.0133150303 0.0051624629 0.013509464 0.0142961062 0.0406304943
## 3 0.0140662409 0.0308284293 0.031274059 0.0052381018 0.0173406772
## 4 0.0266198522 0.0079342186 0.012425224 0.0270974530 0.0156037082
## 5 0.0133839943 0.0121853733 0.002579359 0.0008305934 0.0269720332
## 6 0.0008684669 0.0120288599 0.009796412 0.0137070601 0.0370342785
## 7 0.0203053583 0.0106548427 0.032358351 0.0205976022 0.0013819940
## 8 0.0032913441 0.0360811867 0.022488120 0.0189197227 0.0118203821
## 9 0.0307545765 0.0057559688 0.013616821 0.0024203886 0.0336023085
## 10 0.0124282979 0.0162487585 0.004222065 0.0034202436 0.0006403948
## 11 0.0001088556 0.0210826317 0.018696905 0.0204459493 0.0207827210
## 12 0.0109936899 0.0172040045 0.006300514 0.0101020121 0.0014797827
## 13 0.0015598852 0.0013412938 0.015515080 0.0197209359 0.0186489576
## 14 0.0152790336 0.0118846673 0.004470544 0.0121759984 0.0245537184
## 15 0.0093520641 0.0075668795 0.011437563 0.0120367742 0.0064925523
## 16 0.0046276920 0.0098596078 0.008355508 0.0065518197 0.0112093208
## 17 0.0130532772 0.0139754359 0.017997007 0.0094939382 0.0042878651
## 18 0.0332793784 0.0387235928 0.003486161 0.0240717349 0.0233573982
## 19 0.0101520869 0.0226152703 0.016462858 0.0197272744 0.0167011457
## 20 0.0194168319 0.0395664288 0.034915387 0.0136972845 0.0012552236
## 21 0.0027595875 0.0003172883 0.016210052 0.0248700697 0.0001755179
## PC23 PC24 PC25 PC26 PC27
## 1 0.005442440 0.0288479627 0.0166479520 0.004553920 0.002824760
## 2 0.007084295 0.0185943544 0.0108446146 0.005448896 0.018845067
## 3 0.009886956 0.0082556316 0.0089415613 0.002081881 0.012823729
## 4 0.004628736 0.0008539759 0.0121269114 0.003731927 0.034263125
## 5 0.015983431 0.0205031336 0.0015980783 0.027656492 0.015701324
## 6 0.033229187 0.0092151373 0.0293152820 0.002205597 0.016776723
## 7 0.016113398 0.0239016203 0.0232217659 0.028508931 0.004575269
## 8 0.004909622 0.0191033895 0.0214518746 0.014102336 0.042569943
## 9 0.001343530 0.0375909646 0.0009519840 0.017374584 0.022091746
## 10 0.025945710 0.0174972465 0.0102407774 0.006225971 0.023757233
## 11 0.025026082 0.0008077446 0.0298119762 0.002738005 0.011030234
## 12 0.021909496 0.0221844936 0.0126750065 0.016163908 0.013996912
## 13 0.033244470 0.0041696083 0.0044132283 0.033307539 0.009299084
## 14 0.012114720 0.0094417861 0.0052949583 0.002012743 0.013727667
## 15 0.025090979 0.0076141741 0.0108427881 0.007009874 0.027882938
## 16 0.006532386 0.0153950713 0.0143380328 0.013404488 0.016906016
## 17 0.018692916 0.0170201715 0.0246005033 0.011766409 0.007402011
## 18 0.014647606 0.0371095575 0.0005793825 0.005853814 0.011773129
## 19 0.009703993 0.0031659007 0.0281783295 0.015454890 0.004233637
## 20 0.001497869 0.0160532210 0.0173883937 0.019136366 0.026784552
## 21 0.029477037 0.0238725407 0.0413422780 0.006961634 0.009660661
## PC28 PC29 PC30 PC31 PC32
## 1 0.0023690702 0.0153930982 0.031319314 0.008064735 0.027402388
## 2 0.0076901521 0.0143016592 0.005576674 0.008902280 0.038486901
## 3 0.0043735977 0.0029581335 0.018099459 0.014539385 0.024899750
## 4 0.0073784583 0.0115641384 0.016306145 0.004191767 0.022270286
## 5 0.0147401607 0.0144482302 0.005287862 0.019011726 0.019620497
## 6 0.0037381892 0.0185988883 0.001219636 0.027985270 0.042074434
## 7 0.0178182088 0.0342700445 0.016129744 0.015579713 0.001445467
## 8 0.0387244870 0.0198672945 0.025893148 0.016602222 0.019721148
## 9 0.0009106448 0.0063290486 0.026291000 0.003132633 0.024761860
## 10 0.0112149713 0.0148710250 0.001774396 0.001484905 0.021058662
## 11 0.0346366529 0.0091808504 0.039676581 0.008333490 0.009724327
## 12 0.0436808791 0.0232522969 0.019666219 0.010154236 0.022280202
## 13 0.0177794941 0.0125933448 0.014068196 0.017370669 0.003597857
## 14 0.0255845394 0.0110504073 0.048402872 0.017759978 0.014514086
## 15 0.0084579786 0.0042752736 0.014400389 0.003058439 0.010422399
## 16 0.0079974356 0.0107434404 0.012143080 0.017783776 0.004334949
## 17 0.0202215632 0.0216256132 0.004257236 0.024724147 0.010793176
## 18 0.0139280529 0.0144149003 0.035087488 0.006263718 0.007041298
## 19 0.0166195309 0.0044553004 0.001266608 0.031534574 0.014918296
## 20 0.0138769636 0.0004192801 0.018859996 0.018102852 0.003187959
## 21 0.0298099019 0.0162989141 0.014403410 0.004278443 0.011893575
## PC33 PC34 PC35 PC36 PC37
## 1 0.0063193302 0.045060045 0.0128065007 0.013685729 0.026586491
## 2 0.0295180523 0.011544875 0.0081394438 0.008770795 0.036231280
## 3 0.0091030532 0.003027098 0.0149223121 0.023478287 0.007409106
## 4 0.0105086022 0.044342010 0.0046101654 0.033948985 0.007963357
## 5 0.0170805627 0.025863755 0.0141000947 0.014276722 0.007266692
## 6 0.0028707683 0.010400379 0.0133473051 0.017387287 0.001571913
## 7 0.0009011486 0.009168805 0.0244545643 0.026771490 0.010285346
## 8 0.0102347161 0.025512942 0.0156989112 0.006065384 0.015816652
## 9 0.0039000671 0.027041277 0.0123699380 0.016596176 0.009117328
## 10 0.0038936575 0.012919974 0.0086078480 0.011843520 0.012568097
## 11 0.0042953455 0.011510005 0.0379441453 0.019721200 0.049449440
## 12 0.0022393692 0.012347177 0.0063730692 0.010947112 0.037017550
## 13 0.0144664079 0.004079093 0.0111861458 0.010576620 0.019161969
## 14 0.0042574736 0.023032299 0.0042287075 0.013919346 0.006060915
## 15 0.0116722419 0.026510674 0.0001300507 0.009012071 0.008536677
## 16 0.0704368575 0.022220888 0.0302436071 0.005997443 0.004252089
## 17 0.0221986133 0.046359549 0.0191663483 0.004387870 0.007129389
## 18 0.0078761134 0.014505656 0.0198478117 0.020685769 0.043495013
## 19 0.0186299837 0.018632626 0.0103503177 0.035065446 0.030096368
## 20 0.0134600899 0.023201341 0.0201872659 0.010501673 0.003822905
## 21 0.0089021714 0.007621045 0.0060592091 0.002277373 0.011404220
## PC38 PC39 PC40 PC41 PC42
## 1 0.017914765 2.335241e-02 1.025992e-02 0.0097124481 0.028710385
## 2 0.007465190 2.348729e-03 1.088616e-02 0.0140795410 0.024795725
## 3 0.011824113 5.718338e-02 9.860125e-03 0.0141988111 0.011129360
## 4 0.061328798 1.922737e-02 1.045735e-03 0.0374974021 0.010325309
## 5 0.014308223 3.088293e-03 5.811366e-04 0.0147261633 0.004452173
## 6 0.014884835 2.821064e-02 2.548831e-02 0.0080595398 0.020363311
## 7 0.043045569 1.190450e-02 6.646896e-03 0.0104571448 0.003279043
## 8 0.009181122 9.519722e-03 5.606699e-03 0.0002322842 0.004477409
## 9 0.007285253 1.032338e-02 2.130563e-02 0.0017238288 0.040306414
## 10 0.011674683 8.556090e-05 8.563728e-03 0.0101475497 0.003522605
## 11 0.009883776 1.651947e-02 1.254353e-02 0.0051769218 0.012841497
## 12 0.030976287 5.790322e-03 8.036488e-03 0.0249514920 0.012687577
## 13 0.006130624 1.113405e-02 1.016935e-02 0.0313491817 0.019463983
## 14 0.021004263 6.512379e-06 5.594068e-03 0.0124773560 0.009094251
## 15 0.006155270 2.261321e-02 3.252681e-03 0.0115702676 0.034831942
## 16 0.003650099 8.797659e-04 1.661383e-02 0.0135195634 0.021827423
## 17 0.007958182 2.601923e-03 1.744477e-03 0.0076518257 0.030307288
## 18 0.007439036 1.955883e-02 2.239831e-02 0.0084675249 0.032901228
## 19 0.019489996 7.544927e-03 7.898263e-05 0.0086082102 0.004897263
## 20 0.006886882 1.398079e-02 3.124790e-02 0.0192450057 0.006949625
## 21 0.021948453 2.220943e-02 1.453120e-02 0.0165938475 0.005326793
## PC43 PC44 PC45 PC46 PC47
## 1 0.006222037 0.006297690 0.001009946 0.001334873 0.0175861587
## 2 0.012356058 0.032776840 0.009293799 0.020395223 0.0306444140
## 3 0.020189483 0.005031187 0.029831665 0.016048174 0.0637251614
## 4 0.001054353 0.012724114 0.010492302 0.023839808 0.0096537014
## 5 0.022892589 0.026131958 0.023149709 0.021352170 0.0004494576
## 6 0.006375211 0.001201524 0.012216181 0.015229575 0.0040677660
## 7 0.012522541 0.012428756 0.036131628 0.008812361 0.0162968841
## 8 0.025925866 0.010752378 0.004458127 0.030363916 0.0135859381
## 9 0.036568891 0.009825516 0.005306105 0.019153358 0.0144368687
## 10 0.003463866 0.005679830 0.022351550 0.035341457 0.0160252010
## 11 0.027387216 0.004782294 0.013696443 0.011028103 0.0148468496
## 12 0.012327293 0.015332884 0.003084319 0.003872223 0.0088374374
## 13 0.041690854 0.024902120 0.014780146 0.015754227 0.0278997555
## 14 0.003859800 0.022452274 0.030398674 0.014451516 0.0233502572
## 15 0.017869632 0.015054485 0.031944262 0.006517117 0.0140224444
## 16 0.005071890 0.008376436 0.004084068 0.007130567 0.0235435253
## 17 0.025638410 0.006215405 0.008202022 0.020747391 0.0011228177
## 18 0.013574254 0.006483362 0.017747768 0.008612097 0.0234172702
## 19 0.031992737 0.000470291 0.016489206 0.011233530 0.0156594331
## 20 0.037512499 0.005468838 0.002573854 0.004765132 0.0004688775
## 21 0.009967116 0.020192821 0.001929822 0.004117853 0.0073657471
## PC48 PC49 PC50 PC51 PC52
## 1 1.743466e-02 0.037671790 0.0145545413 0.012790389 0.006595781
## 2 6.567045e-03 0.012669433 0.0067770310 0.018929390 0.012817131
## 3 1.774937e-03 0.034874201 0.0254895324 0.008010124 0.004199199
## 4 1.579120e-02 0.035916739 0.0198680931 0.001054264 0.003602526
## 5 1.271611e-02 0.019931017 0.0288598698 0.011708585 0.023421432
## 6 2.141525e-02 0.008644322 0.0009013305 0.021310837 0.026298120
## 7 8.809708e-05 0.040440421 0.0450641610 0.001704745 0.002983082
## 8 1.962375e-02 0.009611119 0.0163555965 0.003928029 0.005412476
## 9 2.275667e-02 0.015081237 0.0012942469 0.014306358 0.004316882
## 10 2.949040e-02 0.026998154 0.0077464977 0.017284956 0.038932383
## 11 4.276145e-04 0.005165856 0.0148577288 0.025772344 0.010937998
## 12 4.413069e-02 0.015009847 0.0014120372 0.022722246 0.005435733
## 13 1.865224e-02 0.005286181 0.0258272228 0.034899904 0.015408438
## 14 4.104485e-03 0.001196755 0.0170451125 0.046500656 0.001842569
## 15 6.928971e-03 0.011638277 0.0173617651 0.005893053 0.009767312
## 16 1.318121e-02 0.004030878 0.0189340516 0.030058694 0.026442880
## 17 3.687112e-03 0.001709257 0.0062403701 0.029075916 0.002930999
## 18 1.477341e-02 0.005743079 0.0219280510 0.014235665 0.006706854
## 19 7.727190e-03 0.017799228 0.0147265770 0.008028780 0.020504678
## 20 6.352392e-03 0.005535342 0.0028123314 0.009197704 0.032923408
## 21 1.011601e-02 0.019086387 0.0070881515 0.002707232 0.003781265
## PC53 PC54 PC55 PC56 PC57
## 1 0.0036184290 0.027684794 0.007335354 0.0172721071 0.0114711009
## 2 0.0112425240 0.012952527 0.008771557 0.0009341546 0.0110941329
## 3 0.0078010804 0.001199453 0.003785593 0.0007189096 0.0035200914
## 4 0.0067532476 0.020684625 0.022997268 0.0081600580 0.0154399341
## 5 0.0215750735 0.016188055 0.008527378 0.0168627412 0.0152541505
## 6 0.0350156343 0.016470599 0.023857017 0.0080749649 0.0183184898
## 7 0.0033514398 0.015396036 0.001909226 0.0220527414 0.0189498703
## 8 0.0121770192 0.018651893 0.016706713 0.0302823006 0.0006870612
## 9 0.0178186376 0.001879722 0.020941072 0.0125424399 0.0097112722
## 10 0.0075705749 0.015338869 0.029400611 0.0343730458 0.0139984266
## 11 0.0010831601 0.015396233 0.013479246 0.0058437591 0.0348968597
## 12 0.0003310062 0.031983590 0.027626463 0.0173797478 0.0005879765
## 13 0.0240816375 0.004965955 0.020777903 0.0174283978 0.0092653191
## 14 0.0334005615 0.022208576 0.015060979 0.0266252000 0.0216577643
## 15 0.0243144468 0.017144555 0.032427563 0.0196462852 0.0158506812
## 16 0.0052762001 0.018170919 0.009348106 0.0129663081 0.0251931664
## 17 0.0379608313 0.032057193 0.002701520 0.0086863854 0.0256685339
## 18 0.0043644760 0.007923042 0.001621380 0.0178425836 0.0363386915
## 19 0.0091205337 0.025285093 0.021448616 0.0049754763 0.0176453904
## 20 0.0116590708 0.023226149 0.025933102 0.0181915709 0.0199952455
## 21 0.0012413394 0.011797657 0.012568996 0.0145767767 0.0233353058
## PC58 PC59 PC60 PC61 PC62
## 1 0.0333398061 0.020692130 0.0047223287 0.033646582 0.027161957
## 2 0.0410441146 0.022543249 0.0174576818 0.033339945 0.030173503
## 3 0.0178475038 0.005890762 0.0146342808 0.015481927 0.021652093
## 4 0.0257238149 0.003237870 0.0172457701 0.005899460 0.003462131
## 5 0.0143262533 0.021239601 0.0250836070 0.027694334 0.036504327
## 6 0.0116716019 0.004911265 0.0136558565 0.028815366 0.037323921
## 7 0.0057354535 0.017795234 0.0109030140 0.007424051 0.012879133
## 8 0.0012665386 0.026581058 0.0006534196 0.004606716 0.038223586
## 9 0.0167199056 0.009112724 0.0060728563 0.012814248 0.065107427
## 10 0.0331325409 0.032927691 0.0231136116 0.009105700 0.011048391
## 11 0.0081864685 0.008276918 0.0149502251 0.002828793 0.008522109
## 12 0.0144710664 0.003757723 0.0193812336 0.006818913 0.009973418
## 13 0.0150806355 0.004575406 0.0055820639 0.003381650 0.025709147
## 14 0.0094062669 0.006408813 0.0035529432 0.026546418 0.023059474
## 15 0.0009472866 0.014292480 0.0142052170 0.005447547 0.047525312
## 16 0.0409487207 0.005710270 0.0243726948 0.004231560 0.014286710
## 17 0.0128126667 0.011430421 0.0201215702 0.015869348 0.022357049
## 18 0.0275029508 0.003690235 0.0059780048 0.015124400 0.001690232
## 19 0.0127410397 0.001824518 0.0124205041 0.018988928 0.020098890
## 20 0.0091488981 0.010880241 0.0258148884 0.016587886 0.029586139
## 21 0.0436314943 0.004744729 0.0121932220 0.039390116 0.017587644
## PC63 PC64 PC65 PC66 PC67
## 1 0.036119256 0.007747277 0.036263775 0.007197739 0.0291187126
## 2 0.014945924 0.005352169 0.022998476 0.005718274 0.0144234737
## 3 0.003868852 0.014446847 0.004608666 0.004189666 0.0037679986
## 4 0.002854494 0.011915945 0.002351855 0.013604002 0.0086215364
## 5 0.011262627 0.010681433 0.015222391 0.005009302 0.0384021278
## 6 0.004176477 0.007986529 0.012964563 0.023997626 0.0043667694
## 7 0.021296507 0.004303212 0.025370498 0.005015689 0.0237126506
## 8 0.034743555 0.007743510 0.010017683 0.016299461 0.0134663403
## 9 0.001195416 0.003406035 0.008064042 0.007152437 0.0099763824
## 10 0.007330237 0.015609117 0.012160437 0.022178441 0.0207793749
## 11 0.003799427 0.036784800 0.017382709 0.003434451 0.0086997299
## 12 0.003709432 0.003969332 0.008179798 0.045767586 0.0093709160
## 13 0.019184373 0.009748821 0.024941440 0.032972251 0.0098866706
## 14 0.020584123 0.007986115 0.020139894 0.022269664 0.0301882735
## 15 0.027747199 0.024027481 0.015129212 0.001768470 0.0008809235
## 16 0.011847992 0.023330197 0.032127426 0.006111559 0.0040435596
## 17 0.012143539 0.041621206 0.023021525 0.015915069 0.0027208380
## 18 0.010342404 0.007566239 0.017013066 0.007969247 0.0176483759
## 19 0.019861377 0.007043577 0.028285048 0.041175149 0.0113106749
## 20 0.018921778 0.008656275 0.011889431 0.013859452 0.0269761205
## 21 0.019908384 0.019797981 0.011752855 0.017684054 0.0582678860
## PC68 programN.1 PC1.1
## 1 0.0001917411 Kinesiology 9.196925e-03
## 2 0.0194302042 Clinical.Psychology 2.220278e-02
## 3 0.0248015410 Physiology 1.457407e-02
## 4 0.0140855684 Neuroscience 8.281349e-03
## 5 0.0192793011 Health.Education 8.928727e-03
## 6 0.0302318253 Nursing 6.894445e-04
## 7 0.0237488777 Deaf.and.Hard.of.Hearing 4.832062e-04
## 8 0.0261225260 Psychological.Counseling 5.675797e-03
## 9 0.0225654471 Psychology 2.043693e-02
## 10 0.0093621067 Physical.Education 5.059954e-05
## 11 0.0356690038 Counseling.Psychology 1.232537e-02
## 12 0.0218993263 Behavior.Analysis 1.179216e-02
## 13 0.0156976393 Diabetes.Education 1.346140e-03
## 14 0.0013267173 Sexuality..Women.and.Gender.in.Psychology 2.166156e-02
## 15 0.0202401258 cluster 1.671803e-02
## 16 0.0253828798 Early.Childhood.Special.Education 4.408253e-03
## 17 0.0199583902 Spirituality.Mind.Body 1.896285e-02
## 18 0.0377772817 Sociology 2.158233e-02
## 19 0.0273981855 Developmental.Psychology 1.346231e-02
## 20 0.0012410059 Movement.Science 1.334247e-02
## 21 0.0142583315 Communication.Sciences.and.Disorders 1.222225e-02
## PC2.1 PC3.1 PC4.1 PC5.1 PC6.1
## 1 0.03789050 0.0098025730 0.0022344096 6.726859e-03 0.0100511161
## 2 0.03719525 0.0031620282 0.0011901552 4.759591e-03 0.0145551406
## 3 0.03675137 0.0037967058 0.0192356188 5.857138e-03 0.0047655130
## 4 0.03465742 0.0274107594 0.0046522158 6.940352e-03 0.0170801532
## 5 0.03414781 0.0143069974 0.0188519367 5.280302e-03 0.0292497995
## 6 0.03185610 0.0102831322 0.0149187169 1.953290e-02 0.0130448130
## 7 0.03029564 0.0003625311 0.0332722791 8.320232e-03 0.0176110527
## 8 0.03017359 0.0132593925 0.0271907105 2.309283e-02 0.0185385286
## 9 0.03000119 0.0276083755 0.0004348856 1.545134e-02 0.0010334181
## 10 0.02986568 0.0172981154 0.0069405861 5.902268e-05 0.0010439017
## 11 0.02977875 0.0088381747 0.0129449950 2.828953e-02 0.0179568214
## 12 0.02944214 0.0172199379 0.0091451693 3.089912e-03 0.0114224457
## 13 0.02900456 0.0050051172 0.0020001112 3.031366e-03 0.0193392395
## 14 0.02696034 0.0039637231 0.0126042931 2.323197e-02 0.0241148815
## 15 0.02584269 0.0405600152 0.0372068508 2.167346e-02 0.0150258913
## 16 0.02555207 0.0223882055 0.0313996215 1.618698e-02 0.0075348165
## 17 0.02544660 0.0047636957 0.0013372900 2.704933e-02 0.0153863042
## 18 0.02425190 0.0045334295 0.0278952166 2.804944e-03 0.0061365878
## 19 0.02281250 0.0003474403 0.0001572700 1.074489e-02 0.0006575599
## 20 0.02235257 0.0138144761 0.0083708817 2.063737e-03 0.0278264018
## 21 0.02160532 0.0114353776 0.0216968948 1.155628e-02 0.0310619020
## PC7.1 PC8.1 PC9.1 PC10.1 PC11.1
## 1 0.005571745 0.0115191229 0.003794105 0.0146540900 1.098126e-02
## 2 0.020461037 0.0096703098 0.007534750 0.0044329389 3.156260e-04
## 3 0.008507044 0.0121030646 0.013003430 0.0099895795 3.500399e-02
## 4 0.003198050 0.0060050438 0.024451768 0.0084495571 1.281742e-03
## 5 0.006062952 0.0003695185 0.024513906 0.0197771622 1.229489e-02
## 6 0.008519062 0.0026309260 0.005337466 0.0235534283 6.672129e-05
## 7 0.029480553 0.0111934079 0.017047241 0.0148158096 1.543842e-02
## 8 0.001151043 0.0006924103 0.017994401 0.0007766548 2.270951e-02
## 9 0.009506050 0.0114231834 0.023075020 0.0059241391 1.064506e-02
## 10 0.010912656 0.0181621668 0.021004884 0.0132190247 2.763763e-03
## 11 0.022942736 0.0058531308 0.013784837 0.0033630092 1.487630e-02
## 12 0.002099494 0.0218668887 0.019010098 0.0075694465 6.861169e-03
## 13 0.020485282 0.0343656446 0.025550739 0.0083823655 2.027595e-03
## 14 0.016476556 0.0133393896 0.020629130 0.0133064824 2.809926e-02
## 15 0.006894876 0.0111009044 0.010507240 0.0142931113 1.352371e-02
## 16 0.021218400 0.0177969933 0.030278451 0.0153284004 1.066777e-02
## 17 0.019875643 0.0018854097 0.031791399 0.0086626499 6.241734e-04
## 18 0.011291739 0.0070614680 0.001296332 0.0150742112 2.622339e-02
## 19 0.001440343 0.0250115497 0.031895777 0.0353662917 1.913504e-02
## 20 0.003963575 0.0100037670 0.010125142 0.0290958703 1.176450e-02
## 21 0.045103579 0.0201804760 0.003670227 0.0100800326 2.732295e-02
## PC12.1 PC13.1 PC14.1 PC15.1 PC16.1
## 1 0.023919379 0.0134701839 0.0343205910 0.024786300 0.028416728
## 2 0.021808217 0.0003086636 0.0062008888 0.003828789 0.004582990
## 3 0.016826299 0.0110960670 0.0001699382 0.005898274 0.018227567
## 4 0.009221666 0.0026982800 0.0009149750 0.038533198 0.030638579
## 5 0.025755394 0.0306201751 0.0212227537 0.007262228 0.005321750
## 6 0.005624662 0.0186608463 0.0135071313 0.015926143 0.014508125
## 7 0.017948213 0.0281445419 0.0051460533 0.025029745 0.025337306
## 8 0.005072075 0.0051420483 0.0244578886 0.007805007 0.011878138
## 9 0.019921440 0.0272607544 0.0136792696 0.003690628 0.002127134
## 10 0.018258991 0.0120707436 0.0102297713 0.007343846 0.033150723
## 11 0.013181806 0.0017390673 0.0032680598 0.037758039 0.011238361
## 12 0.003184735 0.0237433847 0.0428121100 0.007447514 0.008750594
## 13 0.001307258 0.0224833564 0.0001161929 0.024908277 0.011650159
## 14 0.013508356 0.0095990422 0.0028277341 0.024154270 0.003440244
## 15 0.001208053 0.0094348367 0.0139396704 0.008071885 0.005043319
## 16 0.010888186 0.0047609933 0.0203859263 0.010280524 0.007284086
## 17 0.003869211 0.0037619987 0.0334570432 0.004838191 0.010811923
## 18 0.008732706 0.0003873450 0.0205601763 0.009152638 0.008549125
## 19 0.017596192 0.0241897580 0.0002288102 0.008821347 0.027479349
## 20 0.017848456 0.0281853960 0.0068073758 0.004930825 0.051505417
## 21 0.003080459 0.0063129079 0.0127541932 0.008631775 0.014593970
## PC17.1 PC18.1 PC19.1 PC20.1 PC21.1
## 1 0.0062068874 0.0040876066 0.0139315273 0.002792422 0.023834714
## 2 0.0406961358 0.0046276920 0.0098596078 0.008355508 0.006551820
## 3 0.0090266772 0.0149678383 0.0122783413 0.021873948 0.001401894
## 4 0.0046173443 0.0222377474 0.0113927692 0.001406500 0.020036070
## 5 0.0211236012 0.0125916567 0.0112701422 0.009007826 0.021030185
## 6 0.0233019901 0.0392991538 0.0239207147 0.018546330 0.011172795
## 7 0.0144666111 0.0215054840 0.0129704117 0.009701404 0.002873330
## 8 0.0177122036 0.0292384912 0.0198159657 0.013080943 0.043441324
## 9 0.0181882465 0.0027595875 0.0003172883 0.016210052 0.024870070
## 10 0.0362778080 0.0156848230 0.0147287412 0.036556839 0.034297210
## 11 0.0103382843 0.0120111436 0.0088662990 0.016796180 0.037031157
## 12 0.0240979897 0.0096858683 0.0487015961 0.013158863 0.016135867
## 13 0.0049883479 0.0457028055 0.0125205399 0.005576673 0.001495298
## 14 0.0041580796 0.0130532772 0.0139754359 0.017997007 0.009493938
## 15 0.0056797554 0.0021160156 0.0026021848 0.002172608 0.001808123
## 16 0.0000681285 0.0013513795 0.0031249736 0.057706894 0.004542651
## 17 0.0056265415 0.0253745261 0.0283564592 0.001906876 0.013795448
## 18 0.0077309109 0.0332793784 0.0387235928 0.003486161 0.024071735
## 19 0.0460781910 0.0166098046 0.0027765216 0.004382109 0.034637553
## 20 0.0124359168 0.0223233990 0.0095651534 0.023047859 0.022415876
## 21 0.0006396479 0.0006730579 0.0210853325 0.001082123 0.008128416
## PC22.1 PC23.1 PC24.1 PC25.1 PC26.1
## 1 0.0006358971 8.849579e-04 0.0051847978 0.0039431454 0.053921207
## 2 0.0112093208 6.532386e-03 0.0153950713 0.0143380328 0.013404488
## 3 0.0086863685 6.160452e-03 0.0091902405 0.0132747965 0.023506191
## 4 0.0169055111 1.715587e-02 0.0189879783 0.0364937550 0.007240608
## 5 0.0095410886 8.640952e-03 0.0082648374 0.0025007969 0.018053526
## 6 0.0175862325 1.741028e-02 0.0063199884 0.0417411276 0.011241012
## 7 0.0258902246 3.105452e-05 0.0284392617 0.0051393806 0.008970794
## 8 0.0022734514 8.232161e-03 0.0044123689 0.0027872215 0.006663096
## 9 0.0001755179 2.947704e-02 0.0238725407 0.0413422780 0.006961634
## 10 0.0079446947 5.626414e-03 0.0097381422 0.0145093442 0.024080936
## 11 0.0250987048 9.036125e-03 0.0207327968 0.0081208613 0.009696782
## 12 0.0114544619 5.234694e-03 0.0102293172 0.0128940564 0.024440115
## 13 0.0148627765 2.520695e-02 0.0034863291 0.0067578970 0.015114218
## 14 0.0042878651 1.869292e-02 0.0170201715 0.0246005033 0.011766409
## 15 0.0186122641 1.555235e-02 0.0031954636 0.0111237067 0.001484748
## 16 0.0004601013 1.072308e-02 0.0040069641 0.0076742108 0.014624062
## 17 0.0020790636 1.751424e-02 0.0142397749 0.0143823355 0.016157291
## 18 0.0233573982 1.464761e-02 0.0371095575 0.0005793825 0.005853814
## 19 0.0218430388 3.062546e-03 0.0003178231 0.0118226880 0.011333390
## 20 0.0265998613 2.215983e-03 0.0246291856 0.0395338986 0.007545436
## 21 0.0117285829 1.586092e-02 0.0105237618 0.0334632115 0.008256672
## PC27.1 PC28.1 PC29.1 PC30.1 PC31.1
## 1 0.0296266638 0.0110468411 0.006890412 0.0060111648 0.010736963
## 2 0.0169060164 0.0079974356 0.010743440 0.0121430804 0.017783776
## 3 0.0305708029 0.0230332210 0.031196537 0.0151084641 0.037636745
## 4 0.0116859249 0.0015291338 0.018357997 0.0220554381 0.010430419
## 5 0.0118206832 0.0116804969 0.018643151 0.0077508257 0.009362498
## 6 0.0265312952 0.0412219433 0.021384707 0.0110775041 0.005863882
## 7 0.0055798663 0.0120209438 0.019050512 0.0272740322 0.016114617
## 8 0.0147105684 0.0308812199 0.010377512 0.0001298397 0.008169168
## 9 0.0096606611 0.0298099019 0.016298914 0.0144034104 0.004278443
## 10 0.0285882297 0.0017089844 0.038714327 0.0025221817 0.027401376
## 11 0.0081004782 0.0114107699 0.006135108 0.0024903267 0.054161838
## 12 0.0109639004 0.0025146364 0.010753068 0.0088741855 0.006938124
## 13 0.0070098077 0.0406683788 0.011029199 0.0336598463 0.012925584
## 14 0.0074020110 0.0202215632 0.021625613 0.0042572359 0.024724147
## 15 0.0009007151 0.0116507850 0.022390072 0.0065613503 0.002604714
## 16 0.0040407108 0.0113032062 0.011117160 0.0027024728 0.031780227
## 17 0.0451263847 0.0047443445 0.013136573 0.0082984556 0.012642267
## 18 0.0117731292 0.0139280529 0.014414900 0.0350874878 0.006263718
## 19 0.0121622006 0.0108023605 0.023517013 0.0020808158 0.003181255
## 20 0.0061706517 0.0006502502 0.007945921 0.0047980546 0.018721575
## 21 0.0140127584 0.0236642831 0.021435048 0.0214544959 0.014363198
## PC32.1 PC33.1 PC34.1 PC35.1 PC36.1
## 1 0.025043157 0.031809046 0.0024198002 0.012114321 0.014210240
## 2 0.004334949 0.070436858 0.0222208884 0.030243607 0.005997443
## 3 0.020824063 0.017216513 0.0208803279 0.017956477 0.023148045
## 4 0.019810330 0.023984411 0.0014951231 0.006022188 0.021562865
## 5 0.006483284 0.041784327 0.0286055986 0.009338729 0.034246715
## 6 0.016101107 0.025366158 0.0060305240 0.008019843 0.028839537
## 7 0.002450625 0.007839279 0.0036125245 0.009234157 0.009797892
## 8 0.018454614 0.029560818 0.0123647695 0.018798020 0.002855796
## 9 0.011893575 0.008902171 0.0076210452 0.006059209 0.002277373
## 10 0.012077297 0.036144760 0.0127511831 0.032732045 0.025934581
## 11 0.016754407 0.006704055 0.0099485392 0.026016046 0.001913292
## 12 0.019270154 0.014351280 0.0030622628 0.013422757 0.025463100
## 13 0.003322758 0.013039362 0.0240064361 0.037349451 0.002304568
## 14 0.010793176 0.022198613 0.0463595486 0.019166348 0.004387870
## 15 0.008811741 0.018602185 0.0070467067 0.001594878 0.006372683
## 16 0.018387776 0.022650238 0.0037229312 0.009492371 0.015741824
## 17 0.023680593 0.051883793 0.0002319862 0.029942506 0.012214891
## 18 0.007041298 0.007876113 0.0145056557 0.019847812 0.020685769
## 19 0.007849862 0.019647297 0.0173828316 0.014696340 0.029624780
## 20 0.001722040 0.016836679 0.0131869014 0.014779099 0.028092848
## 21 0.009577620 0.014138344 0.0006488152 0.003352840 0.010613389
## PC37.1 PC38.1 PC39.1 PC40.1 PC41.1
## 1 4.344355e-03 0.019864362 0.0166791630 1.734175e-02 0.0294630842
## 2 4.252089e-03 0.003650099 0.0008797659 1.661383e-02 0.0135195634
## 3 3.422518e-02 0.001936499 0.0225391866 1.376366e-02 0.0182344464
## 4 1.425667e-02 0.006427212 0.0174540399 2.107405e-02 0.0067197490
## 5 1.004410e-02 0.002584070 0.0109883234 9.693223e-03 0.0016642194
## 6 1.883313e-02 0.001502887 0.0001750696 3.577850e-04 0.0168039191
## 7 9.912673e-04 0.005899784 0.0095354676 2.478327e-02 0.0075063876
## 8 2.867904e-02 0.019406810 0.0047176094 8.846041e-05 0.0345643829
## 9 1.140422e-02 0.021948453 0.0222094329 1.453120e-02 0.0165938475
## 10 3.147825e-05 0.007395560 0.0015385472 2.423194e-02 0.0003123014
## 11 9.117208e-04 0.018358323 0.0011205325 1.763951e-02 0.0054284761
## 12 2.075243e-02 0.041365502 0.0298933449 9.579026e-04 0.0152452630
## 13 2.139144e-02 0.002080026 0.0398844841 5.108845e-03 0.0195289500
## 14 7.129389e-03 0.007958182 0.0026019229 1.744477e-03 0.0076518257
## 15 8.958627e-03 0.012716084 0.0095968710 8.528354e-03 0.0022769421
## 16 2.336248e-02 0.011820366 0.0023819566 4.168525e-03 0.0206391967
## 17 1.417303e-03 0.017385192 0.0113039982 1.164110e-02 0.0060576186
## 18 4.349501e-02 0.007439036 0.0195588295 2.239831e-02 0.0084675249
## 19 2.066260e-02 0.014887879 0.0201818028 1.957879e-02 0.0080433369
## 20 5.949953e-03 0.010549189 0.0212402604 3.696235e-02 0.0023134427
## 21 1.177010e-03 0.021121889 0.0116742314 4.629703e-02 0.0060543317
## PC42.1 PC43.1 PC44.1 PC45.1 PC46.1
## 1 1.970770e-02 0.005760452 0.035309066 1.236639e-02 0.005400196
## 2 2.182742e-02 0.005071890 0.008376436 4.084068e-03 0.007130567
## 3 2.394877e-02 0.008844516 0.017324525 4.533967e-03 0.007415926
## 4 9.407813e-05 0.025441821 0.003448952 2.373057e-03 0.001165617
## 5 5.344702e-03 0.005115243 0.004704709 2.479715e-02 0.025504651
## 6 1.408984e-02 0.046305247 0.022772898 4.282224e-03 0.011845454
## 7 6.405567e-03 0.014848294 0.003823690 2.557102e-02 0.015438946
## 8 1.836452e-02 0.007491548 0.055101508 1.412321e-02 0.043293162
## 9 5.326793e-03 0.009967116 0.020192821 1.929822e-03 0.004117853
## 10 4.648366e-03 0.013441862 0.012341661 3.542201e-02 0.002421951
## 11 1.245694e-02 0.001661266 0.018544698 1.035752e-02 0.032467065
## 12 3.566889e-02 0.005650095 0.038101378 1.927825e-02 0.036561553
## 13 3.729602e-02 0.002483246 0.022276022 1.618554e-02 0.001550490
## 14 3.030729e-02 0.025638410 0.006215405 8.202022e-03 0.020747391
## 15 1.417813e-02 0.010494063 0.026708681 2.318276e-02 0.020612084
## 16 1.708565e-02 0.021299853 0.008455949 2.935988e-02 0.004285109
## 17 1.306039e-02 0.012726169 0.001331992 1.879350e-02 0.006022074
## 18 3.290123e-02 0.013574254 0.006483362 1.774777e-02 0.008612097
## 19 1.581613e-04 0.000414364 0.009358596 4.881017e-02 0.015695294
## 20 1.270485e-02 0.029189045 0.017318498 1.161915e-06 0.021883359
## 21 2.100370e-02 0.024645444 0.039125792 1.792010e-02 0.014918303
## PC47.1 PC48.1 PC49.1 PC50.1 PC51.1
## 1 1.281306e-02 0.004135378 0.025434165 0.001900968 0.0062218989
## 2 2.354353e-02 0.013181214 0.004030878 0.018934052 0.0300586945
## 3 4.281852e-03 0.019116447 0.005849950 0.016530684 0.0379471377
## 4 2.302559e-02 0.010829788 0.002611124 0.010216667 0.0313499301
## 5 2.599387e-02 0.002408479 0.005842586 0.005028584 0.0141104814
## 6 3.460490e-02 0.012362602 0.008435817 0.021583430 0.0196754224
## 7 1.151700e-02 0.032371213 0.030152235 0.006555485 0.0161787174
## 8 6.908056e-03 0.011986242 0.007858785 0.007771809 0.0007122451
## 9 7.365747e-03 0.010116014 0.019086387 0.007088152 0.0027072325
## 10 3.000743e-05 0.005979111 0.003630809 0.040783166 0.0153592575
## 11 3.999521e-03 0.006027365 0.001924934 0.018825350 0.0081814114
## 12 2.252380e-02 0.023359232 0.003357948 0.018132852 0.0027691381
## 13 4.901329e-03 0.034346650 0.011585849 0.011338305 0.0108721330
## 14 1.122818e-03 0.003687112 0.001709257 0.006240370 0.0290759161
## 15 1.116480e-02 0.017578735 0.031930753 0.001016970 0.0004127861
## 16 2.350665e-02 0.022509523 0.016686431 0.024712391 0.0174451145
## 17 8.953379e-03 0.007408922 0.010716036 0.006469793 0.0045931275
## 18 2.341727e-02 0.014773409 0.005743079 0.021928051 0.0142356650
## 19 1.669381e-02 0.023389065 0.030826123 0.010261555 0.0239340125
## 20 8.104742e-03 0.008913114 0.010557901 0.005535724 0.0199213591
## 21 3.944670e-03 0.020050985 0.007372473 0.020830931 0.0384915651
## PC52.1 PC53.1 PC54.1 PC55.1 PC56.1
## 1 0.017400543 0.0003121021 0.0008153605 0.0002492435 0.001332933
## 2 0.026442880 0.0052762001 0.0181709192 0.0093481064 0.012966308
## 3 0.008881274 0.0035079314 0.0166824679 0.0104525930 0.034062923
## 4 0.026137646 0.0326605694 0.0143283040 0.0017381732 0.014830028
## 5 0.007149243 0.0356010823 0.0356283377 0.0108775144 0.010673036
## 6 0.004889472 0.0240110550 0.0034722408 0.0096144876 0.028781196
## 7 0.019927127 0.0249062437 0.0505674779 0.0137039903 0.006935053
## 8 0.021253623 0.0162096397 0.0001327207 0.0018413514 0.019307970
## 9 0.003781265 0.0012413394 0.0117976569 0.0125689956 0.014576777
## 10 0.019407217 0.0042436624 0.0044914288 0.0045247583 0.002689684
## 11 0.013774740 0.0245576490 0.0017917463 0.0210675244 0.004968343
## 12 0.012012841 0.0220259129 0.0111204576 0.0003648512 0.007734891
## 13 0.003786968 0.0114923788 0.0255463749 0.0322956348 0.008709661
## 14 0.002930999 0.0379608313 0.0320571934 0.0027015202 0.008686385
## 15 0.016650568 0.0089817831 0.0147658552 0.0081063803 0.015638789
## 16 0.037332067 0.0019002684 0.0261463582 0.0097246318 0.042124049
## 17 0.009343880 0.0353907726 0.0212149380 0.0204762500 0.009761319
## 18 0.006706854 0.0043644760 0.0079230424 0.0016213797 0.017842584
## 19 0.005630739 0.0023678486 0.0040966143 0.0234174752 0.019768371
## 20 0.009049887 0.0120932326 0.0117237385 0.0019360316 0.003144158
## 21 0.004252518 0.0264895088 0.0154717497 0.0099702683 0.017123975
## PC57.1 PC58.1 PC59.1 PC60.1 PC61.1
## 1 0.0024059648 0.0205310620 0.0126578077 0.030495142 0.0104460853
## 2 0.0251931664 0.0409487207 0.0057102701 0.024372695 0.0042315599
## 3 0.0041799317 0.0322035596 0.0114455837 0.017631436 0.0009550841
## 4 0.0140147292 0.0322233127 0.0106048859 0.005009032 0.0025872399
## 5 0.0015997096 0.0075136757 0.0155025141 0.052795819 0.0028280140
## 6 0.0084370519 0.0209606836 0.0001859973 0.008197484 0.0077947018
## 7 0.0241513644 0.0023957447 0.0163338902 0.018172531 0.0031759442
## 8 0.0249291572 0.0001651332 0.0240504419 0.002402079 0.0290625104
## 9 0.0233353058 0.0436314943 0.0047447292 0.012193222 0.0393901162
## 10 0.0193643083 0.0014099180 0.0022746844 0.034429501 0.0105699581
## 11 0.0001933771 0.0046913547 0.0446585875 0.015132981 0.0113489320
## 12 0.0191647654 0.0083703260 0.0061295494 0.006920273 0.0096855300
## 13 0.0147262760 0.0089823566 0.0114969983 0.008801581 0.0178971176
## 14 0.0256685339 0.0128126667 0.0114304209 0.020121570 0.0158693475
## 15 0.0035511946 0.0157120649 0.0621908383 0.024783193 0.0225499796
## 16 0.0005518043 0.0043324004 0.0184290887 0.033227982 0.0135424983
## 17 0.0034046792 0.0261966325 0.0179080313 0.005219550 0.0119490687
## 18 0.0363386915 0.0275029508 0.0036902351 0.005978005 0.0151243999
## 19 0.0205936246 0.0108039513 0.0058408764 0.020052453 0.0170761427
## 20 0.0104315489 0.0053606678 0.0107233646 0.011286181 0.0059417241
## 21 0.0204208195 0.0365678794 0.0002426167 0.002771308 0.0143880794
## PC62.1 PC63.1 PC64.1 PC65.1 PC66.1
## 1 0.0014341600 0.0521647928 0.0157589581 0.012874701 0.0205706554
## 2 0.0142867096 0.0118479917 0.0233301969 0.032127426 0.0061115586
## 3 0.0039387227 0.0009389781 0.0020680938 0.026523212 0.0325221308
## 4 0.0372843347 0.0017825756 0.0327889132 0.019945987 0.0258698679
## 5 0.0250566772 0.0156874181 0.0149730563 0.010184212 0.0234234742
## 6 0.0067100558 0.0146772136 0.0001243280 0.009623472 0.0105786711
## 7 0.0053904598 0.0203347332 0.0222059945 0.035747545 0.0203458962
## 8 0.0022094006 0.0070521237 0.0007189327 0.020260927 0.0025399664
## 9 0.0175876442 0.0199083835 0.0197979805 0.011752855 0.0176840542
## 10 0.0098949289 0.0117220517 0.0112856605 0.004912056 0.0108661096
## 11 0.0001915041 0.0319775393 0.0016717793 0.021461798 0.0021790031
## 12 0.0052703741 0.0104825716 0.0055515971 0.014571146 0.0189294059
## 13 0.0152850436 0.0033183099 0.0093220298 0.008236429 0.0105218341
## 14 0.0223570487 0.0121435390 0.0416212060 0.023021525 0.0159150690
## 15 0.0030781720 0.0044175922 0.0541746947 0.010890913 0.0290564731
## 16 0.0150148673 0.0268405480 0.0072716741 0.008621503 0.0014658024
## 17 0.0214015455 0.0239739262 0.0102944367 0.020264271 0.0053817018
## 18 0.0016902317 0.0103424045 0.0075662393 0.017013066 0.0079692473
## 19 0.0140479593 0.0040058054 0.0067793347 0.017664369 0.0255842740
## 20 0.0234319257 0.0451075179 0.0060157216 0.028748273 0.0134477936
## 21 0.0124579160 0.0055364581 0.0176567713 0.010379992 0.0001655415
## PC67.1 PC68.1 programN.2
## 1 0.0208716510 0.002466985 Learning.Analytics
## 2 0.0040435596 0.025382880 Cognitive.Science
## 3 0.0089167304 0.011957627 Mathematics
## 4 0.0243029388 0.023864415 Design.and.Development.of.Digital.Games
## 5 0.0079418362 0.019642057 Measurement..Evaluation.and.Statistics
## 6 0.0160436216 0.012191777 Instructional.Technology.and.Media
## 7 0.0087623847 0.012692412 cluster
## 8 0.0048560626 0.003775663 Education.Technology
## 9 0.0582678860 0.014258332 Creative.Technologies
## 10 0.0165527078 0.010215837 Communication.Media.and.Learning.Technologies
## 11 0.0221184391 0.041693807 Motor.Learning.and.Control
## 12 0.0061717717 0.020363884 Psychology
## 13 0.0120634646 0.005106270 Neuroscience
## 14 0.0027208380 0.019958390 Arts.Administration
## 15 0.0427850577 0.021834828 Dance.Education
## 16 0.0007717288 0.005502424 Early.Childhood.Special.Education
## 17 0.0480698388 0.010332747 Music
## 18 0.0176483759 0.037777282 Gifted.Education
## 19 0.0094854078 0.006262292 Physical.Education
## 20 0.0278172511 0.010948164 Behavior.Analysis
## 21 0.0011243777 0.021432177 Nutrition
## PC1.2 PC2.2 PC3.2 PC4.2 PC5.2
## 1 5.645955e-03 0.002782266 0.04887697 0.0065973590 1.854961e-03
## 2 4.729092e-04 0.017468663 0.04810962 0.0224692585 9.744760e-03
## 3 4.774164e-03 0.001823151 0.04638877 0.0087165361 1.878698e-02
## 4 6.355681e-03 0.014408881 0.04499070 0.0313386025 1.209934e-02
## 5 6.434911e-03 0.001654446 0.04326176 0.0090647142 5.170621e-03
## 6 1.229961e-03 0.001435074 0.04115086 0.0139205598 5.302009e-03
## 7 1.671803e-02 0.025842690 0.04056002 0.0372068508 2.167346e-02
## 8 1.034184e-02 0.014739512 0.04049408 0.0014398348 2.654586e-02
## 9 6.303883e-03 0.009043693 0.03853783 0.0179023826 4.379405e-03
## 10 7.531615e-03 0.001195994 0.03593313 0.0045449315 1.364647e-02
## 11 1.036101e-02 0.007760468 0.02778872 0.0129907983 1.732676e-02
## 12 2.043693e-02 0.030001191 0.02760838 0.0004348856 1.545134e-02
## 13 8.281349e-03 0.034657422 0.02741076 0.0046522158 6.940352e-03
## 14 3.079837e-02 0.007006109 0.02474944 0.0064167536 2.809094e-02
## 15 3.061861e-03 0.002731713 0.02356407 0.0139166169 2.993315e-02
## 16 4.408253e-03 0.025552068 0.02238821 0.0313996215 1.618698e-02
## 17 1.331327e-03 0.009494630 0.02217640 0.0040015203 3.329525e-02
## 18 9.288762e-03 0.004412504 0.01876001 0.0173694849 2.369249e-02
## 19 5.059954e-05 0.029865684 0.01729812 0.0069405861 5.902268e-05
## 20 1.179216e-02 0.029442142 0.01721994 0.0091451693 3.089912e-03
## 21 1.309656e-02 0.017259920 0.01684690 0.0025104521 3.856389e-03
## PC6.2 PC7.2 PC8.2 PC9.2 PC10.2
## 1 0.0256304790 0.0233082384 0.0235058202 0.0094323359 0.0153262453
## 2 0.0120697447 0.0079184629 0.0089828445 0.0093277723 0.0019688466
## 3 0.0074538327 0.0116994760 0.0227874887 0.0052426210 0.0266623343
## 4 0.0200423506 0.0034495169 0.0046244582 0.0039475303 0.0175316831
## 5 0.0293884964 0.0206070828 0.0014070944 0.0179862196 0.0238703915
## 6 0.0184542485 0.0156882776 0.0170612770 0.0008755746 0.0064278971
## 7 0.0150258913 0.0068948760 0.0111009044 0.0105072399 0.0142931113
## 8 0.0035173959 0.0120136951 0.0034680911 0.0062469168 0.0001833444
## 9 0.0164805896 0.0152499965 0.0294834356 0.0105116641 0.0101118600
## 10 0.0006050177 0.0209115105 0.0393046696 0.0082351913 0.0295657210
## 11 0.0177154862 0.0009343611 0.0287982992 0.0033622589 0.0048056787
## 12 0.0010334181 0.0095060500 0.0114231834 0.0230750198 0.0059241391
## 13 0.0170801532 0.0031980504 0.0060050438 0.0244517677 0.0084495571
## 14 0.0099180873 0.0054056539 0.0080879877 0.0155755259 0.0017274695
## 15 0.0161084934 0.0474102038 0.0171934839 0.0024157936 0.0234615127
## 16 0.0075348165 0.0212184000 0.0177969933 0.0302784511 0.0153284004
## 17 0.0005785762 0.0398136107 0.0079498414 0.0232273438 0.0144477798
## 18 0.0027821733 0.0456860180 0.0320883183 0.0161628249 0.0040634158
## 19 0.0010439017 0.0109126564 0.0181621668 0.0210048843 0.0132190247
## 20 0.0114224457 0.0020994943 0.0218668887 0.0190100982 0.0075694465
## 21 0.0235834428 0.0010329779 0.0009109188 0.0454149533 0.0028813655
## PC11.2 PC12.2 PC13.2 PC14.2 PC15.2
## 1 0.019862654 0.0116958026 0.0341390013 5.865174e-04 0.012734843
## 2 0.032485693 0.0015009957 0.0005854564 3.172296e-03 0.006098585
## 3 0.007351706 0.0002360754 0.0128182972 3.974568e-02 0.024119780
## 4 0.008619621 0.0221749270 0.0136066046 2.651532e-02 0.017832544
## 5 0.013005861 0.0257919544 0.0303641121 1.805421e-02 0.008045789
## 6 0.039745771 0.0315279781 0.0266299592 2.496703e-03 0.010179991
## 7 0.013523707 0.0012080527 0.0094348367 1.393967e-02 0.008071885
## 8 0.007110892 0.0115521052 0.0390417431 3.314764e-02 0.010398024
## 9 0.015184988 0.0040833160 0.0175345238 8.110235e-05 0.011179291
## 10 0.024262326 0.0293302265 0.0035438972 2.991531e-02 0.020680875
## 11 0.025400037 0.0488947193 0.0019432972 7.958437e-03 0.016469461
## 12 0.010645059 0.0199214405 0.0272607544 1.367927e-02 0.003690628
## 13 0.001281742 0.0092216656 0.0026982800 9.149750e-04 0.038533198
## 14 0.008733401 0.0087509141 0.0006597047 3.852231e-03 0.011251580
## 15 0.015475103 0.0139253809 0.0227163619 3.526774e-03 0.001295207
## 16 0.010667771 0.0108881859 0.0047609933 2.038593e-02 0.010280524
## 17 0.024454916 0.0219811602 0.0185234630 1.191867e-02 0.025923882
## 18 0.005649963 0.0338970155 0.0208054594 1.580501e-02 0.009377644
## 19 0.002763763 0.0182589908 0.0120707436 1.022977e-02 0.007343846
## 20 0.006861169 0.0031847347 0.0237433847 4.281211e-02 0.007447514
## 21 0.039530134 0.0195839091 0.0253531468 8.009822e-03 0.013481952
## PC16.2 PC17.2 PC18.2 PC19.2 PC20.2
## 1 0.009187963 0.0061049139 1.079038e-02 0.0004799608 0.019093037
## 2 0.005252680 0.0257481358 1.073604e-02 0.0291208804 0.006395776
## 3 0.020222250 0.0046754910 1.654039e-04 0.0017070405 0.037763175
## 4 0.011643175 0.0056585626 2.132736e-02 0.0102352240 0.001633480
## 5 0.011166111 0.0075813830 3.109251e-02 0.0096051825 0.016777008
## 6 0.025128055 0.0011513687 1.818027e-02 0.0036014507 0.005014762
## 7 0.005043319 0.0056797554 2.116016e-03 0.0026021848 0.002172608
## 8 0.030173068 0.0251565088 9.632558e-06 0.0103787766 0.006710492
## 9 0.025003269 0.0157504987 7.826559e-03 0.0276004636 0.025465545
## 10 0.016643685 0.0140970148 8.651406e-04 0.0035685196 0.012691021
## 11 0.003954822 0.0086730310 1.402243e-03 0.0161430408 0.004918364
## 12 0.002127134 0.0181882465 2.759587e-03 0.0003172883 0.016210052
## 13 0.030638579 0.0046173443 2.223775e-02 0.0113927692 0.001406500
## 14 0.012968430 0.0039321607 2.030536e-02 0.0106548427 0.032358351
## 15 0.001816857 0.0375070479 1.670549e-02 0.0192914142 0.024974276
## 16 0.007284086 0.0000681285 1.351379e-03 0.0031249736 0.057706894
## 17 0.008021661 0.0151384369 1.019188e-02 0.0165709135 0.021952516
## 18 0.004570248 0.0252271450 1.401836e-02 0.0131883277 0.001946306
## 19 0.033150723 0.0362778080 1.568482e-02 0.0147287412 0.036556839
## 20 0.008750594 0.0240979897 9.685868e-03 0.0487015961 0.013158863
## 21 0.005945587 0.0198765891 4.731898e-03 0.0045731532 0.006173864
## PC21.2 PC22.2 PC23.2 PC24.2 PC25.2
## 1 0.004271171 0.0018587447 0.0279080183 0.0142569460 0.0141646230
## 2 0.029878955 0.0125719028 0.0163724528 0.0226486866 0.0065363706
## 3 0.004712244 0.0268411053 0.0098161939 0.0059739319 0.0186116710
## 4 0.001729228 0.0137213581 0.0244510058 0.0136231698 0.0019594510
## 5 0.002808705 0.0062915205 0.0112868795 0.0152568543 0.0015038946
## 6 0.040942796 0.0140207537 0.0242349548 0.0142068212 0.0086044239
## 7 0.001808123 0.0186122641 0.0155523480 0.0031954636 0.0111237067
## 8 0.009992637 0.0164255942 0.0111433760 0.0039617487 0.0192148835
## 9 0.023831901 0.0115289516 0.0006137766 0.0009855782 0.0530934386
## 10 0.002908574 0.0036096859 0.0331891998 0.0045110901 0.0005069328
## 11 0.013579719 0.0380763440 0.0226396714 0.0076574352 0.0406986876
## 12 0.024870070 0.0001755179 0.0294770371 0.0238725407 0.0413422780
## 13 0.020036070 0.0169055111 0.0171558732 0.0189879783 0.0364937550
## 14 0.020597602 0.0013819940 0.0161133976 0.0239016203 0.0232217659
## 15 0.004099126 0.0258577548 0.0180956248 0.0068183260 0.0034363369
## 16 0.004542651 0.0004601013 0.0107230761 0.0040069641 0.0076742108
## 17 0.039512670 0.0198097724 0.0304758180 0.0093538918 0.0165904965
## 18 0.010921504 0.0046198194 0.0074840154 0.0051305775 0.0377828691
## 19 0.034297210 0.0079446947 0.0056264142 0.0097381422 0.0145093442
## 20 0.016135867 0.0114544619 0.0052346942 0.0102293172 0.0128940564
## 21 0.005629982 0.0279877482 0.0083179536 0.0115328840 0.0056323336
## PC26.2 PC27.2 PC28.2 PC29.2 PC30.2
## 1 0.0119053616 0.0006898910 0.0012725009 0.0026020799 0.005136345
## 2 0.0090582997 0.0339695036 0.0117121742 0.0232502842 0.010491023
## 3 0.0258224249 0.0041360179 0.0003579466 0.0324026923 0.001930179
## 4 0.0311708545 0.0147192101 0.0156336862 0.0088036535 0.012601867
## 5 0.0068199875 0.0112487859 0.0154582198 0.0062046542 0.047204090
## 6 0.0070329895 0.0065735662 0.0201420611 0.0292389054 0.020180344
## 7 0.0014847483 0.0009007151 0.0116507850 0.0223900720 0.006561350
## 8 0.0154495540 0.0012353301 0.0051601802 0.0005887637 0.013761298
## 9 0.0100751146 0.0272941525 0.0334229386 0.0053218395 0.019245694
## 10 0.0003158871 0.0161064805 0.0310532446 0.0217171510 0.002443015
## 11 0.0124316709 0.0114830589 0.0364823634 0.0107440518 0.005963509
## 12 0.0069616337 0.0096606611 0.0298099019 0.0162989141 0.014403410
## 13 0.0072406084 0.0116859249 0.0015291338 0.0183579973 0.022055438
## 14 0.0285089308 0.0045752692 0.0178182088 0.0342700445 0.016129744
## 15 0.0168799970 0.0075941874 0.0065093773 0.0030711560 0.010824531
## 16 0.0146240625 0.0040407108 0.0113032062 0.0111171602 0.002702473
## 17 0.0051181020 0.0063438015 0.0086232152 0.0068231992 0.008979528
## 18 0.0236583913 0.0235839571 0.0128267284 0.0068408549 0.003596600
## 19 0.0240809358 0.0285882297 0.0017089844 0.0387143272 0.002522182
## 20 0.0244401154 0.0109639004 0.0025146364 0.0107530676 0.008874186
## 21 0.0261333384 0.0248746270 0.0065751489 0.0578909358 0.005577981
## PC31.2 PC32.2 PC33.2 PC34.2 PC35.2
## 1 0.016745255 0.0203302489 0.0157160560 0.0116936591 0.044861974
## 2 0.028416820 0.0034747865 0.0018882861 0.0099352587 0.003505102
## 3 0.010390315 0.0189195769 0.0089904297 0.0087402349 0.010714334
## 4 0.004174359 0.0029851974 0.0191147506 0.0120255242 0.001355074
## 5 0.001692669 0.0084589638 0.0170221307 0.0009184801 0.037991130
## 6 0.011454586 0.0028676726 0.0078546589 0.0017461873 0.003523513
## 7 0.002604714 0.0088117414 0.0186021851 0.0070467067 0.001594878
## 8 0.001719340 0.0151304423 0.0205969389 0.0337535404 0.006598693
## 9 0.020241797 0.0150279708 0.0112140731 0.0027082578 0.023695345
## 10 0.037442747 0.0005015064 0.0002309027 0.0030895186 0.037392264
## 11 0.002653920 0.0416127144 0.0155586613 0.0038387414 0.013510519
## 12 0.004278443 0.0118935751 0.0089021714 0.0076210452 0.006059209
## 13 0.010430419 0.0198103297 0.0239844111 0.0014951231 0.006022188
## 14 0.015579713 0.0014454672 0.0009011486 0.0091688055 0.024454564
## 15 0.005945130 0.0146436133 0.0189418102 0.0081385843 0.028795076
## 16 0.031780227 0.0183877764 0.0226502384 0.0037229312 0.009492371
## 17 0.005485493 0.0129087503 0.0037075278 0.0332421854 0.001567064
## 18 0.008247822 0.0032412624 0.0084695108 0.0127960320 0.022746635
## 19 0.027401376 0.0120772967 0.0361447601 0.0127511831 0.032732045
## 20 0.006938124 0.0192701540 0.0143512800 0.0030622628 0.013422757
## 21 0.029615790 0.0002693448 0.0026487843 0.0132779417 0.022576989
## PC36.2 PC37.2 PC38.2 PC39.2 PC40.2
## 1 0.0009660533 2.204138e-03 0.010954433 0.0048911315 0.0343827958
## 2 0.0088197930 6.811063e-03 0.024973398 0.0110103570 0.0073827815
## 3 0.0025025539 4.266231e-03 0.023206111 0.0006482205 0.0116785958
## 4 0.0097894326 2.238283e-02 0.003711882 0.0139428249 0.0425738295
## 5 0.0038771189 3.792085e-02 0.010920916 0.0168818969 0.0079551524
## 6 0.0042198495 2.001631e-02 0.003643394 0.0014280935 0.0182015185
## 7 0.0063726829 8.958627e-03 0.012716084 0.0095968710 0.0085283545
## 8 0.0231761074 4.808024e-02 0.019885236 0.0041671640 0.0161036727
## 9 0.0131949955 1.271049e-02 0.025403862 0.0276109560 0.0149122081
## 10 0.0153658244 1.088287e-03 0.002571623 0.0017424902 0.0008616916
## 11 0.0071777203 7.956551e-03 0.006085835 0.0151419351 0.0244244278
## 12 0.0022773733 1.140422e-02 0.021948453 0.0222094329 0.0145312009
## 13 0.0215628649 1.425667e-02 0.006427212 0.0174540399 0.0210740492
## 14 0.0267714902 1.028535e-02 0.043045569 0.0119045030 0.0066468961
## 15 0.0045657375 7.414103e-03 0.002471392 0.0152522862 0.0167832010
## 16 0.0157418244 2.336248e-02 0.011820366 0.0023819566 0.0041685253
## 17 0.0282139147 2.568493e-02 0.015024316 0.0115403387 0.0188130868
## 18 0.0339598834 1.910361e-02 0.021678306 0.0317763927 0.0222364850
## 19 0.0259345815 3.147825e-05 0.007395560 0.0015385472 0.0242319413
## 20 0.0254631000 2.075243e-02 0.041365502 0.0298933449 0.0009579026
## 21 0.0112828676 1.471242e-04 0.005862358 0.0174657127 0.0227976437
## PC41.2 PC42.2 PC43.2 PC44.2 PC45.2
## 1 1.542802e-02 7.578696e-04 0.031790385 0.0127900286 0.0189121535
## 2 7.596383e-03 1.594416e-02 0.017425841 0.0080431641 0.0061876670
## 3 2.736056e-02 6.811210e-03 0.000795879 0.0004903914 0.0004736047
## 4 3.224138e-03 3.238990e-02 0.007774936 0.0136248466 0.0068999177
## 5 9.891196e-03 2.006601e-02 0.013458194 0.0186957270 0.0066302577
## 6 4.867052e-02 1.531105e-02 0.001605145 0.0074529577 0.0013126943
## 7 2.276942e-03 1.417813e-02 0.010494063 0.0267086807 0.0231827607
## 8 2.694603e-02 3.763938e-02 0.023721813 0.0166849922 0.0198323468
## 9 6.551731e-03 2.801652e-02 0.009297284 0.0235046652 0.0201379579
## 10 2.542620e-02 1.704098e-02 0.014841274 0.0101314409 0.0088937564
## 11 1.884292e-02 1.510858e-02 0.018589551 0.0271785172 0.0044240828
## 12 1.659385e-02 5.326793e-03 0.009967116 0.0201928208 0.0019298222
## 13 6.719749e-03 9.407813e-05 0.025441821 0.0034489521 0.0023730569
## 14 1.045714e-02 3.279043e-03 0.012522541 0.0124287559 0.0361316279
## 15 3.079813e-03 3.096692e-02 0.015924592 0.0163349267 0.0413073477
## 16 2.063920e-02 1.708565e-02 0.021299853 0.0084559490 0.0293598815
## 17 8.162331e-05 3.426589e-03 0.009059190 0.0039600349 0.0102827115
## 18 2.779095e-02 2.065633e-02 0.020324925 0.0002421774 0.0105357764
## 19 3.123014e-04 4.648366e-03 0.013441862 0.0123416608 0.0354220058
## 20 1.524526e-02 3.566889e-02 0.005650095 0.0381013780 0.0192782502
## 21 2.937106e-02 8.076627e-03 0.008436541 0.0013950552 0.0011189952
## PC46.2 PC47.2 PC48.2 PC49.2 PC50.2
## 1 2.432678e-02 5.700495e-03 2.119443e-03 0.007807132 0.025720018
## 2 2.345018e-02 2.483400e-02 1.234168e-02 0.018043596 0.017335830
## 3 1.786810e-03 2.121883e-02 1.696439e-02 0.019034109 0.027868497
## 4 1.543718e-02 1.854158e-02 9.676484e-03 0.012731327 0.020501699
## 5 1.051833e-02 1.027532e-02 8.846563e-03 0.020997691 0.015867168
## 6 1.676173e-03 1.161380e-02 5.653503e-03 0.048671768 0.027529602
## 7 2.061208e-02 1.116480e-02 1.757874e-02 0.031930753 0.001016970
## 8 1.058064e-02 9.689343e-03 1.235315e-02 0.013607762 0.008246064
## 9 2.228623e-02 8.961923e-03 1.081907e-02 0.023067268 0.002541055
## 10 2.071444e-02 5.529082e-03 3.238020e-02 0.016529460 0.027753760
## 11 2.149725e-02 2.104934e-02 3.905633e-02 0.007531165 0.023675433
## 12 4.117853e-03 7.365747e-03 1.011601e-02 0.019086387 0.007088152
## 13 1.165617e-03 2.302559e-02 1.082979e-02 0.002611124 0.010216667
## 14 8.812361e-03 1.629688e-02 8.809708e-05 0.040440421 0.045064161
## 15 1.012693e-02 1.643022e-02 1.927233e-02 0.014679402 0.001435894
## 16 4.285109e-03 2.350665e-02 2.250952e-02 0.016686431 0.024712391
## 17 2.272018e-02 1.493409e-02 2.508383e-03 0.027603506 0.012374253
## 18 2.598531e-02 1.102959e-02 2.159048e-02 0.021740957 0.021250986
## 19 2.421951e-03 3.000743e-05 5.979111e-03 0.003630809 0.040783166
## 20 3.656155e-02 2.252380e-02 2.335923e-02 0.003357948 0.018132852
## 21 7.033337e-05 5.450552e-03 2.270086e-02 0.006134355 0.024858315
## PC51.2 PC52.2 PC53.2 PC54.2 PC55.2
## 1 0.0118096775 0.048425270 0.034732321 0.0147438510 0.0001741339
## 2 0.0118349531 0.015759341 0.021273601 0.0232615693 0.0206463817
## 3 0.0285095830 0.018949358 0.023989658 0.0229405306 0.0199564132
## 4 0.0289123414 0.021633326 0.040331146 0.0005479920 0.0506128239
## 5 0.0078240958 0.022273503 0.012351382 0.0002232964 0.0169745055
## 6 0.0225559026 0.026505585 0.006775228 0.0047643213 0.0120984899
## 7 0.0004127861 0.016650568 0.008981783 0.0147658552 0.0081063803
## 8 0.0055778764 0.022300422 0.009894996 0.0021540562 0.0228900802
## 9 0.0068262164 0.027658524 0.002635383 0.0026470887 0.0168570773
## 10 0.0032255325 0.009809450 0.006968632 0.0010971014 0.0170561667
## 11 0.0154326407 0.024887811 0.007398414 0.0111963175 0.0067305232
## 12 0.0027072325 0.003781265 0.001241339 0.0117976569 0.0125689956
## 13 0.0313499301 0.026137646 0.032660569 0.0143283040 0.0017381732
## 14 0.0017047447 0.002983082 0.003351440 0.0153960358 0.0019092258
## 15 0.0284263899 0.029473732 0.024775646 0.0504591551 0.0296859948
## 16 0.0174451145 0.037332067 0.001900268 0.0261463582 0.0097246318
## 17 0.0049943191 0.021026577 0.021806343 0.0229360323 0.0016926755
## 18 0.0115477345 0.018993334 0.006851042 0.0090353732 0.0107914432
## 19 0.0153592575 0.019407217 0.004243662 0.0044914288 0.0045247583
## 20 0.0027691381 0.012012841 0.022025913 0.0111204576 0.0003648512
## 21 0.0174147560 0.003283311 0.016150887 0.0250851364 0.0044339644
## PC56.2 PC57.2 PC58.2 PC59.2 PC60.2
## 1 0.0074701610 0.0183492738 0.0214583591 0.0062059528 0.0043946798
## 2 0.0001945403 0.0299042747 0.0131431079 0.0414309789 0.0272649443
## 3 0.0014114125 0.0345738076 0.0005703724 0.0018083873 0.0071341350
## 4 0.0125973203 0.0006417965 0.0052174617 0.0125557911 0.0015494608
## 5 0.0305796396 0.0504030134 0.0228740493 0.0170088588 0.0200689902
## 6 0.0173847375 0.0089305646 0.0094859202 0.0179912196 0.0008404033
## 7 0.0156387889 0.0035511946 0.0157120649 0.0621908383 0.0247831934
## 8 0.0066379636 0.0150600203 0.0125730627 0.0070863118 0.0161317622
## 9 0.0009952676 0.0028220103 0.0055128938 0.0008688294 0.0223367110
## 10 0.0204379417 0.0222050920 0.0057568211 0.0173497481 0.0146415426
## 11 0.0091918884 0.0135779051 0.0152486166 0.0036510912 0.0218361221
## 12 0.0145767767 0.0233353058 0.0436314943 0.0047447292 0.0121932220
## 13 0.0148300282 0.0140147292 0.0322233127 0.0106048859 0.0050090322
## 14 0.0220527414 0.0189498703 0.0057354535 0.0177952340 0.0109030140
## 15 0.0003145702 0.0063706863 0.0084707774 0.0092398274 0.0163669890
## 16 0.0421240490 0.0005518043 0.0043324004 0.0184290887 0.0332279822
## 17 0.0483129522 0.0101841356 0.0078136921 0.0021907568 0.0009684508
## 18 0.0206791847 0.0010814374 0.0044385602 0.0053523100 0.0112577741
## 19 0.0026896841 0.0193643083 0.0014099180 0.0022746844 0.0344295010
## 20 0.0077348914 0.0191647654 0.0083703260 0.0061295494 0.0069202733
## 21 0.0187162825 0.0087558228 0.0163066446 0.0161335561 0.0411753410
## PC61.2 PC62.2 PC63.2 PC64.2 PC65.2
## 1 0.0193397179 0.0247199554 0.003478084 0.0309944333 9.459517e-03
## 2 0.0233876152 0.0150682489 0.007320984 0.0112315049 2.028085e-02
## 3 0.0287538718 0.0022581916 0.006231804 0.0229996852 4.484612e-03
## 4 0.0250534539 0.0242492514 0.012734718 0.0003502170 1.565995e-02
## 5 0.0282726925 0.0048149618 0.012401349 0.0093039685 9.480562e-05
## 6 0.0180262040 0.0031914290 0.039078854 0.0032544612 7.812256e-03
## 7 0.0225499796 0.0030781720 0.004417592 0.0541746947 1.089091e-02
## 8 0.0218361152 0.0191882290 0.003004076 0.0119618608 2.221133e-02
## 9 0.0011799586 0.0069445754 0.025170782 0.0237099683 3.228760e-02
## 10 0.0303494108 0.0002165496 0.001920552 0.0357412557 2.299145e-03
## 11 0.0117795543 0.0142687579 0.002854571 0.0211573070 1.103038e-02
## 12 0.0393901162 0.0175876442 0.019908384 0.0197979805 1.175285e-02
## 13 0.0025872399 0.0372843347 0.001782576 0.0327889132 1.994599e-02
## 14 0.0074240515 0.0128791331 0.021296507 0.0043032116 2.537050e-02
## 15 0.0067881657 0.0183052132 0.002879448 0.0008058106 5.078441e-04
## 16 0.0135424983 0.0150148673 0.026840548 0.0072716741 8.621503e-03
## 17 0.0298568958 0.0059643847 0.013778415 0.0349634475 1.900396e-02
## 18 0.0103215209 0.0237657946 0.039822685 0.0022061130 1.037748e-02
## 19 0.0105699581 0.0098949289 0.011722052 0.0112856605 4.912056e-03
## 20 0.0096855300 0.0052703741 0.010482572 0.0055515971 1.457115e-02
## 21 0.0001218313 0.0126564643 0.018837528 0.0258825479 6.652772e-03
## PC66.2 PC67.2 PC68.2
## 1 0.008111490 1.888166e-02 0.007006498
## 2 0.023902768 2.070546e-02 0.029902972
## 3 0.049476845 1.479443e-02 0.005988132
## 4 0.017530809 1.858546e-02 0.015989119
## 5 0.012938499 1.220094e-02 0.008281115
## 6 0.022745494 5.151163e-03 0.007559992
## 7 0.029056473 4.278506e-02 0.021834828
## 8 0.029049346 1.378417e-02 0.028552006
## 9 0.004156180 2.353511e-02 0.001711083
## 10 0.000491490 3.812854e-02 0.001384313
## 11 0.003632873 9.627359e-03 0.002717005
## 12 0.017684054 5.826789e-02 0.014258332
## 13 0.025869868 2.430294e-02 0.023864415
## 14 0.005015689 2.371265e-02 0.023748878
## 15 0.005562486 7.965321e-05 0.011351162
## 16 0.001465802 7.717288e-04 0.005502424
## 17 0.003949686 4.902395e-03 0.001528049
## 18 0.007431757 1.602098e-02 0.019939570
## 19 0.010866110 1.655271e-02 0.010215837
## 20 0.018929406 6.171772e-03 0.020363884
## 21 0.006601839 1.360762e-02 0.011504675
## programN.3 PC1.3 PC2.3
## 1 Linguistics 0.0049473310 0.007329538
## 2 English.Education 0.0092787177 0.003928365
## 3 Teaching.English 0.0144826950 0.010533581
## 4 cluster 0.0167180336 0.025842690
## 5 Literacy 0.0152527089 0.007728221
## 6 Deaf.and.Hard.of.Hearing 0.0004832062 0.030295644
## 7 Early.Childhood.Special.Education 0.0044082527 0.025552068
## 8 Design.and.Development.of.Digital.Games 0.0063556814 0.014408881
## 9 Leadership 0.0290675630 0.008565375
## 10 Bilingual.Bicultural.Education 0.0276069141 0.013406975
## 11 Sociology 0.0215823333 0.024251895
## 12 Psychological.Counseling 0.0056757968 0.030173588
## 13 Early.Childhood.Education 0.0163175487 0.002736457
## 14 Anthropology 0.0072486176 0.011392533
## 15 Politics 0.0310892184 0.016924948
## 16 Cognitive.Science 0.0004729092 0.017468663
## 17 Communication.Sciences.and.Disorders 0.0122222491 0.021605319
## 18 Change.Leadership 0.0398648928 0.001507808
## 19 Curriculum.and.Teaching 0.0063964291 0.020275903
## 20 Physiology 0.0145740709 0.036751371
## 21 Economics.and.Education 0.0335918287 0.008906657
## PC3.3 PC4.3 PC5.3 PC6.3 PC7.3
## 1 0.0065879987 0.05410719 0.020840874 0.0025245649 0.023404781
## 2 0.0054881232 0.05314057 0.009994085 0.0057419804 0.008528871
## 3 0.0010454784 0.04650991 0.001559886 0.0093156213 0.008608775
## 4 0.0405600152 0.03720685 0.021673463 0.0150258913 0.006894876
## 5 0.0030912051 0.03407664 0.019110208 0.0021212641 0.037573550
## 6 0.0003625311 0.03327228 0.008320232 0.0176110527 0.029480553
## 7 0.0223882055 0.03139962 0.016186983 0.0075348165 0.021218400
## 8 0.0449906991 0.03133860 0.012099339 0.0200423506 0.003449517
## 9 0.0086364809 0.03092219 0.003686220 0.0018731048 0.003692028
## 10 0.0068110215 0.02832984 0.005426524 0.0187132195 0.028402924
## 11 0.0045334295 0.02789522 0.002804944 0.0061365878 0.011291739
## 12 0.0132593925 0.02719071 0.023092825 0.0185385286 0.001151043
## 13 0.0021324511 0.02605394 0.013054109 0.0121212730 0.020794978
## 14 0.0050472881 0.02493333 0.014114775 0.0207416050 0.025954417
## 15 0.0029590339 0.02397062 0.007268134 0.0004427211 0.006830126
## 16 0.0481096185 0.02246926 0.009744760 0.0120697447 0.007918463
## 17 0.0114353776 0.02169689 0.011556281 0.0310619020 0.045103579
## 18 0.0131650993 0.02120883 0.009947538 0.0187839045 0.004456839
## 19 0.0124009592 0.02108934 0.002122926 0.0169547295 0.003075818
## 20 0.0037967058 0.01923562 0.005857138 0.0047655130 0.008507044
## 21 0.0028566709 0.01919959 0.018205005 0.0019850768 0.007871655
## PC8.3 PC9.3 PC10.3 PC11.3 PC12.3
## 1 1.706246e-02 0.012953165 0.0343666431 0.0109762958 0.003705706
## 2 7.304312e-03 0.005619475 0.0274263942 0.0056159168 0.007881216
## 3 1.710630e-02 0.008709267 0.0001295534 0.0066786365 0.028828935
## 4 1.110090e-02 0.010507240 0.0142931113 0.0135237065 0.001208053
## 5 3.381184e-02 0.001075257 0.0021391054 0.0107924112 0.003374029
## 6 1.119341e-02 0.017047241 0.0148158096 0.0154384187 0.017948213
## 7 1.779699e-02 0.030278451 0.0153284004 0.0106677707 0.010888186
## 8 4.624458e-03 0.003947530 0.0175316831 0.0086196215 0.022174927
## 9 1.359430e-02 0.014778634 0.0115999829 0.0163225177 0.056382300
## 10 4.377948e-03 0.021853686 0.0227016327 0.0266235598 0.005235833
## 11 7.061468e-03 0.001296332 0.0150742112 0.0262233891 0.008732706
## 12 6.924103e-04 0.017994401 0.0007766548 0.0227095128 0.005072075
## 13 3.302844e-02 0.021549936 0.0196400201 0.0071002159 0.001455092
## 14 1.228983e-02 0.025212914 0.0113607637 0.0001411341 0.011995749
## 15 2.075811e-02 0.009224028 0.0224597790 0.0076984392 0.004691874
## 16 8.982845e-03 0.009327772 0.0019688466 0.0324856926 0.001500996
## 17 2.018048e-02 0.003670227 0.0100800326 0.0273229533 0.003080459
## 18 4.742287e-05 0.003735709 0.0179235215 0.0139374341 0.002607609
## 19 1.123537e-02 0.044147375 0.0024636900 0.0271519370 0.005730825
## 20 1.210306e-02 0.013003430 0.0099895795 0.0350039915 0.016826299
## 21 9.713329e-03 0.017746346 0.0159588397 0.0104475007 0.009214677
## PC13.3 PC14.3 PC15.3 PC16.3 PC17.3
## 1 0.0193361508 0.0029508998 0.0103048342 0.014187673 0.0039142510
## 2 0.0034628875 0.0007916287 0.0242523151 0.024049301 0.0088987259
## 3 0.0103141677 0.0108328388 0.0152688829 0.012637434 0.0253689631
## 4 0.0094348367 0.0139396704 0.0080718853 0.005043319 0.0056797554
## 5 0.0321135057 0.0104948236 0.0192356906 0.024823046 0.0127277050
## 6 0.0281445419 0.0051460533 0.0250297453 0.025337306 0.0144666111
## 7 0.0047609933 0.0203859263 0.0102805241 0.007284086 0.0000681285
## 8 0.0136066046 0.0265153220 0.0178325436 0.011643175 0.0056585626
## 9 0.0143564240 0.0208077493 0.0043913482 0.016402759 0.0003313023
## 10 0.0100731292 0.0011944513 0.0094952899 0.015421788 0.0042930855
## 11 0.0003873450 0.0205601763 0.0091526378 0.008549125 0.0077309109
## 12 0.0051420483 0.0244578886 0.0078050072 0.011878138 0.0177122036
## 13 0.0251107596 0.0031950390 0.0261418507 0.032150140 0.0249982477
## 14 0.0211476083 0.0032106535 0.0351065308 0.046731327 0.0119738679
## 15 0.0041233037 0.0141025964 0.0100466174 0.020743826 0.0165994936
## 16 0.0005854564 0.0031722963 0.0060985846 0.005252680 0.0257481358
## 17 0.0063129079 0.0127541932 0.0086317750 0.014593970 0.0006396479
## 18 0.0073583512 0.0146256496 0.0120026413 0.011577729 0.0106277830
## 19 0.0151856779 0.0097664484 0.0484631208 0.027299040 0.0187114066
## 20 0.0110960670 0.0001699382 0.0058982743 0.018227567 0.0090266772
## 21 0.0059522552 0.0316639596 0.0001306213 0.004179001 0.0278652033
## PC18.3 PC19.3 PC20.3 PC21.3 PC22.3
## 1 0.0034113469 0.018170476 0.015847075 0.005469355 0.0022308909
## 2 0.0373760421 0.029610708 0.022473493 0.011950370 0.0140340932
## 3 0.0381389304 0.020365340 0.012719123 0.008925855 0.0224100466
## 4 0.0021160156 0.002602185 0.002172608 0.001808123 0.0186122641
## 5 0.0137633239 0.012915821 0.003471058 0.007798001 0.0195599840
## 6 0.0215054840 0.012970412 0.009701404 0.002873330 0.0258902246
## 7 0.0013513795 0.003124974 0.057706894 0.004542651 0.0004601013
## 8 0.0213273553 0.010235224 0.001633480 0.001729228 0.0137213581
## 9 0.0124282979 0.016248758 0.004222065 0.003420244 0.0006403948
## 10 0.0015598852 0.001341294 0.015515080 0.019720936 0.0186489576
## 11 0.0332793784 0.038723593 0.003486161 0.024071735 0.0233573982
## 12 0.0292384912 0.019815966 0.013080943 0.043441324 0.0022734514
## 13 0.0099390354 0.001015508 0.028130418 0.017168316 0.0160529655
## 14 0.0201153284 0.002505940 0.007557299 0.033324079 0.0124656428
## 15 0.0008684669 0.012028860 0.009796412 0.013707060 0.0370342785
## 16 0.0107360358 0.029120880 0.006395776 0.029878955 0.0125719028
## 17 0.0006730579 0.021085333 0.001082123 0.008128416 0.0117285829
## 18 0.0074264591 0.008412830 0.005304519 0.008609048 0.0017019265
## 19 0.0059827228 0.029691707 0.016885039 0.002865449 0.0207473082
## 20 0.0149678383 0.012278341 0.021873948 0.001401894 0.0086863685
## 21 0.0133150303 0.005162463 0.013509464 0.014296106 0.0406304943
## PC23.3 PC24.3 PC25.3 PC26.3 PC27.3
## 1 2.246492e-03 0.043122127 0.0069656442 0.027820804 0.0238494254
## 2 7.340199e-03 0.026943930 0.0029602518 0.017200132 0.0271992421
## 3 2.208645e-02 0.011143592 0.0170305855 0.013441267 0.0285836550
## 4 1.555235e-02 0.003195464 0.0111237067 0.001484748 0.0009007151
## 5 3.647064e-02 0.025758683 0.0184477356 0.001123319 0.0143633379
## 6 3.105452e-05 0.028439262 0.0051393806 0.008970794 0.0055798663
## 7 1.072308e-02 0.004006964 0.0076742108 0.014624062 0.0040407108
## 8 2.445101e-02 0.013623170 0.0019594510 0.031170855 0.0147192101
## 9 2.594571e-02 0.017497247 0.0102407774 0.006225971 0.0237572335
## 10 3.324447e-02 0.004169608 0.0044132283 0.033307539 0.0092990841
## 11 1.464761e-02 0.037109557 0.0005793825 0.005853814 0.0117731292
## 12 8.232161e-03 0.004412369 0.0027872215 0.006663096 0.0147105684
## 13 2.659513e-02 0.038489212 0.0118781100 0.010273766 0.0135117132
## 14 1.888720e-02 0.015132753 0.0009102206 0.026996103 0.0332586485
## 15 3.322919e-02 0.009215137 0.0293152820 0.002205597 0.0167767232
## 16 1.637245e-02 0.022648687 0.0065363706 0.009058300 0.0339695036
## 17 1.586092e-02 0.010523762 0.0334632115 0.008256672 0.0140127584
## 18 5.442440e-03 0.028847963 0.0166479520 0.004553920 0.0028247601
## 19 1.152939e-02 0.024851013 0.0168177139 0.006701263 0.0032191445
## 20 6.160452e-03 0.009190241 0.0132747965 0.023506191 0.0305708029
## 21 7.084295e-03 0.018594354 0.0108446146 0.005448896 0.0188450668
## PC28.3 PC29.3 PC30.3 PC31.3 PC32.3
## 1 0.004026181 0.001481527 0.0099796751 0.015263706 0.016266395
## 2 0.012703029 0.016462168 0.0293205024 0.010651582 0.020075674
## 3 0.022413181 0.015183814 0.0394679155 0.018539128 0.026776651
## 4 0.011650785 0.022390072 0.0065613503 0.002604714 0.008811741
## 5 0.006891063 0.014289001 0.0085237419 0.020838625 0.015781100
## 6 0.012020944 0.019050512 0.0272740322 0.016114617 0.002450625
## 7 0.011303206 0.011117160 0.0027024728 0.031780227 0.018387776
## 8 0.015633686 0.008803654 0.0126018668 0.004174359 0.002985197
## 9 0.011214971 0.014871025 0.0017743965 0.001484905 0.021058662
## 10 0.017779494 0.012593345 0.0140681962 0.017370669 0.003597857
## 11 0.013928053 0.014414900 0.0350874878 0.006263718 0.007041298
## 12 0.030881220 0.010377512 0.0001298397 0.008169168 0.018454614
## 13 0.011406506 0.022090320 0.0319671547 0.004969600 0.018598709
## 14 0.013333962 0.030818818 0.0044823495 0.037656445 0.021481141
## 15 0.003738189 0.018598888 0.0012196358 0.027985270 0.042074434
## 16 0.011712174 0.023250284 0.0104910231 0.028416820 0.003474786
## 17 0.023664283 0.021435048 0.0214544959 0.014363198 0.009577620
## 18 0.002369070 0.015393098 0.0313193143 0.008064735 0.027402388
## 19 0.022670003 0.013510914 0.0043574821 0.005976028 0.009938745
## 20 0.023033221 0.031196537 0.0151084641 0.037636745 0.020824063
## 21 0.007690152 0.014301659 0.0055766737 0.008902280 0.038486901
## PC33.3 PC34.3 PC35.3 PC36.3 PC37.3
## 1 0.0256329947 0.0074182728 0.014077230 0.0067088770 0.0014423404
## 2 0.0031951368 0.0270470011 0.007447188 0.0006196092 0.0145370901
## 3 0.0002151087 0.0362280029 0.007856700 0.0121603470 0.0072000055
## 4 0.0186021851 0.0070467067 0.001594878 0.0063726829 0.0089586269
## 5 0.0139882628 0.0016611417 0.008963521 0.0063303252 0.0146810979
## 6 0.0078392791 0.0036125245 0.009234157 0.0097978922 0.0009912673
## 7 0.0226502384 0.0037229312 0.009492371 0.0157418244 0.0233624779
## 8 0.0191147506 0.0120255242 0.001355074 0.0097894326 0.0223828281
## 9 0.0038936575 0.0129199735 0.008607848 0.0118435196 0.0125680970
## 10 0.0144664079 0.0040790932 0.011186146 0.0105766200 0.0191619692
## 11 0.0078761134 0.0145056557 0.019847812 0.0206857688 0.0434950131
## 12 0.0295608177 0.0123647695 0.018798020 0.0028557961 0.0286790383
## 13 0.0037854684 0.0076944941 0.012775790 0.0059912201 0.0066625584
## 14 0.0179679657 0.0086510429 0.014940891 0.0251928075 0.0049948889
## 15 0.0028707683 0.0104003786 0.013347305 0.0173872873 0.0015719128
## 16 0.0018882861 0.0099352587 0.003505102 0.0088197930 0.0068110633
## 17 0.0141383440 0.0006488152 0.003352840 0.0106133888 0.0011770102
## 18 0.0063193302 0.0450600447 0.012806501 0.0136857294 0.0265864915
## 19 0.0242688886 0.0079030393 0.001158178 0.0021875264 0.0021328520
## 20 0.0172165126 0.0208803279 0.017956477 0.0231480447 0.0342251827
## 21 0.0295180523 0.0115448747 0.008139444 0.0087707946 0.0362312798
## PC38.3 PC39.3 PC40.3 PC41.3 PC42.3
## 1 0.012314012 0.0237440060 2.189815e-02 5.180017e-05 0.006340144
## 2 0.007350681 0.0399378925 1.928240e-03 4.918339e-03 0.001712606
## 3 0.005457971 0.0151044320 1.828316e-03 1.080415e-02 0.001024008
## 4 0.012716084 0.0095968710 8.528354e-03 2.276942e-03 0.014178125
## 5 0.020140639 0.0107595988 1.674395e-02 2.193217e-02 0.009234948
## 6 0.005899784 0.0095354676 2.478327e-02 7.506388e-03 0.006405567
## 7 0.011820366 0.0023819566 4.168525e-03 2.063920e-02 0.017085649
## 8 0.003711882 0.0139428249 4.257383e-02 3.224138e-03 0.032389904
## 9 0.011674683 0.0000855609 8.563728e-03 1.014755e-02 0.003522605
## 10 0.006130624 0.0111340485 1.016935e-02 3.134918e-02 0.019463983
## 11 0.007439036 0.0195588295 2.239831e-02 8.467525e-03 0.032901228
## 12 0.019406810 0.0047176094 8.846041e-05 3.456438e-02 0.018364519
## 13 0.011242512 0.0240057629 2.678223e-02 2.199111e-02 0.026920153
## 14 0.009268270 0.0079574468 1.432417e-02 1.496587e-02 0.004976429
## 15 0.014884835 0.0282106408 2.548831e-02 8.059540e-03 0.020363311
## 16 0.024973398 0.0110103570 7.382782e-03 7.596383e-03 0.015944160
## 17 0.021121889 0.0116742314 4.629703e-02 6.054332e-03 0.021003705
## 18 0.017914765 0.0233524092 1.025992e-02 9.712448e-03 0.028710385
## 19 0.017632292 0.0342654009 1.265250e-02 8.513003e-03 0.012916210
## 20 0.001936499 0.0225391866 1.376366e-02 1.823445e-02 0.023948767
## 21 0.007465190 0.0023487291 1.088616e-02 1.407954e-02 0.024795725
## PC43.3 PC44.3 PC45.3 PC46.3 PC47.3
## 1 0.007193893 0.031973380 0.001280308 0.003594276 0.015753084
## 2 0.002421392 0.028166659 0.010476676 0.015160754 0.002406753
## 3 0.009068592 0.012222824 0.018216667 0.026113945 0.010587230
## 4 0.010494063 0.026708681 0.023182761 0.020612084 0.011164798
## 5 0.016538650 0.020942748 0.028804647 0.024974387 0.009558361
## 6 0.014848294 0.003823690 0.025571019 0.015438946 0.011517002
## 7 0.021299853 0.008455949 0.029359882 0.004285109 0.023506654
## 8 0.007774936 0.013624847 0.006899918 0.015437185 0.018541582
## 9 0.003463866 0.005679830 0.022351550 0.035341457 0.016025201
## 10 0.041690854 0.024902120 0.014780146 0.015754227 0.027899756
## 11 0.013574254 0.006483362 0.017747768 0.008612097 0.023417270
## 12 0.007491548 0.055101508 0.014123210 0.043293162 0.006908056
## 13 0.019150156 0.003165756 0.025752231 0.007428793 0.004845564
## 14 0.002635585 0.010084244 0.001846531 0.022026616 0.001947440
## 15 0.006375211 0.001201524 0.012216181 0.015229575 0.004067766
## 16 0.017425841 0.008043164 0.006187667 0.023450185 0.024833995
## 17 0.024645444 0.039125792 0.017920101 0.014918303 0.003944670
## 18 0.006222037 0.006297690 0.001009946 0.001334873 0.017586159
## 19 0.010799224 0.003990016 0.007330942 0.002109297 0.006442321
## 20 0.008844516 0.017324525 0.004533967 0.007415926 0.004281852
## 21 0.012356058 0.032776840 0.009293799 0.020395223 0.030644414
## PC48.3 PC49.3 PC50.3 PC51.3 PC52.3
## 1 0.0080186210 0.001047132 0.0054458274 5.053185e-05 0.010399101
## 2 0.0476914612 0.014883303 0.0080353999 6.677501e-04 0.022416943
## 3 0.0056689424 0.044523392 0.0329795439 5.909433e-03 0.011698836
## 4 0.0175787353 0.031930753 0.0010169702 4.127861e-04 0.016650568
## 5 0.0255371553 0.018831624 0.0230699522 1.635496e-02 0.003342822
## 6 0.0323712131 0.030152235 0.0065554849 1.617872e-02 0.019927127
## 7 0.0225095228 0.016686431 0.0247123911 1.744511e-02 0.037332067
## 8 0.0096764839 0.012731327 0.0205016989 2.891234e-02 0.021633326
## 9 0.0294903967 0.026998154 0.0077464977 1.728496e-02 0.038932383
## 10 0.0186522351 0.005286181 0.0258272228 3.489990e-02 0.015408438
## 11 0.0147734090 0.005743079 0.0219280510 1.423567e-02 0.006706854
## 12 0.0119862419 0.007858785 0.0077718093 7.122451e-04 0.021253623
## 13 0.0534654011 0.007169404 0.0029971363 1.334421e-02 0.004402327
## 14 0.0110039686 0.004115277 0.0008671222 9.506547e-03 0.001165739
## 15 0.0214152455 0.008644322 0.0009013305 2.131084e-02 0.026298120
## 16 0.0123416760 0.018043596 0.0173358303 1.183495e-02 0.015759341
## 17 0.0200509846 0.007372473 0.0208309307 3.849157e-02 0.004252518
## 18 0.0174346615 0.037671790 0.0145545413 1.279039e-02 0.006595781
## 19 0.0005942735 0.030270919 0.0155641485 1.886517e-02 0.011721599
## 20 0.0191164475 0.005849950 0.0165306837 3.794714e-02 0.008881274
## 21 0.0065670447 0.012669433 0.0067770310 1.892939e-02 0.012817131
## PC53.3 PC54.3 PC55.3 PC56.3 PC57.3
## 1 0.005039820 0.0156212113 0.0375884773 0.0067186803 0.0241736063
## 2 0.004682859 0.0098045072 0.0003477724 0.0338410841 0.0067994928
## 3 0.001464765 0.0149514301 0.0268340642 0.0015088859 0.0277757771
## 4 0.008981783 0.0147658552 0.0081063803 0.0156387889 0.0035511946
## 5 0.004958112 0.0329088967 0.0127457601 0.0212585522 0.0048808402
## 6 0.024906244 0.0505674779 0.0137039903 0.0069350531 0.0241513644
## 7 0.001900268 0.0261463582 0.0097246318 0.0421240490 0.0005518043
## 8 0.040331146 0.0005479920 0.0506128239 0.0125973203 0.0006417965
## 9 0.007570575 0.0153388685 0.0294006112 0.0343730458 0.0139984266
## 10 0.024081638 0.0049659548 0.0207779032 0.0174283978 0.0092653191
## 11 0.004364476 0.0079230424 0.0016213797 0.0178425836 0.0363386915
## 12 0.016209640 0.0001327207 0.0018413514 0.0193079703 0.0249291572
## 13 0.009516992 0.0066988085 0.0067861623 0.0061490947 0.0278880309
## 14 0.021065175 0.0232125969 0.0260020882 0.0256390383 0.0159043148
## 15 0.035015634 0.0164705989 0.0238570168 0.0080749649 0.0183184898
## 16 0.021273601 0.0232615693 0.0206463817 0.0001945403 0.0299042747
## 17 0.026489509 0.0154717497 0.0099702683 0.0171239753 0.0204208195
## 18 0.003618429 0.0276847937 0.0073353538 0.0172721071 0.0114711009
## 19 0.008416412 0.0300685024 0.0118851146 0.0415885848 0.0054253755
## 20 0.003507931 0.0166824679 0.0104525930 0.0340629232 0.0041799317
## 21 0.011242524 0.0129525274 0.0087715572 0.0009341546 0.0110941329
## PC58.3 PC59.3 PC60.3 PC61.3 PC62.3
## 1 0.0030323568 0.0530815041 0.003391995 0.0181095413 0.0003451716
## 2 0.0045794819 0.0035929535 0.002110425 0.0116719379 0.0065130007
## 3 0.0078703641 0.0014461747 0.020770283 0.0230941586 0.0061651173
## 4 0.0157120649 0.0621908383 0.024783193 0.0225499796 0.0030781720
## 5 0.0320283684 0.0203038577 0.010942833 0.0084561941 0.0109221520
## 6 0.0023957447 0.0163338902 0.018172531 0.0031759442 0.0053904598
## 7 0.0043324004 0.0184290887 0.033227982 0.0135424983 0.0150148673
## 8 0.0052174617 0.0125557911 0.001549461 0.0250534539 0.0242492514
## 9 0.0331325409 0.0329276914 0.023113612 0.0091057001 0.0110483910
## 10 0.0150806355 0.0045754059 0.005582064 0.0033816502 0.0257091467
## 11 0.0275029508 0.0036902351 0.005978005 0.0151243999 0.0016902317
## 12 0.0001651332 0.0240504419 0.002402079 0.0290625104 0.0022094006
## 13 0.0131300471 0.0119149345 0.028497727 0.0066982154 0.0049344800
## 14 0.0095231596 0.0232531093 0.015746772 0.0087711047 0.0214857345
## 15 0.0116716019 0.0049112652 0.013655856 0.0288153660 0.0373239206
## 16 0.0131431079 0.0414309789 0.027264944 0.0233876152 0.0150682489
## 17 0.0365678794 0.0002426167 0.002771308 0.0143880794 0.0124579160
## 18 0.0333398061 0.0206921302 0.004722329 0.0336465824 0.0271619573
## 19 0.0192126686 0.0155819095 0.008662676 0.0174207142 0.0003912263
## 20 0.0322035596 0.0114455837 0.017631436 0.0009550841 0.0039387227
## 21 0.0410441146 0.0225432489 0.017457682 0.0333399449 0.0301735035
## PC63.3 PC64.3 PC65.3 PC66.3 PC67.3
## 1 0.0264905672 0.0401983871 0.026674624 0.0195080732 0.0033549502
## 2 0.0164574792 0.0226606265 0.016685677 0.0235283204 0.0312086770
## 3 0.0164314454 0.0019784486 0.007478598 0.0139022882 0.0025452102
## 4 0.0044175922 0.0541746947 0.010890913 0.0290564731 0.0427850577
## 5 0.0236205478 0.0370467756 0.003178783 0.0098987956 0.0194024863
## 6 0.0203347332 0.0222059945 0.035747545 0.0203458962 0.0087623847
## 7 0.0268405480 0.0072716741 0.008621503 0.0014658024 0.0007717288
## 8 0.0127347178 0.0003502170 0.015659953 0.0175308086 0.0185854598
## 9 0.0073302366 0.0156091167 0.012160437 0.0221784411 0.0207793749
## 10 0.0191843733 0.0097488212 0.024941440 0.0329722513 0.0098866706
## 11 0.0103424045 0.0075662393 0.017013066 0.0079692473 0.0176483759
## 12 0.0070521237 0.0007189327 0.020260927 0.0025399664 0.0048560626
## 13 0.0017799189 0.0078872235 0.002852583 0.0032705573 0.0053971046
## 14 0.0173342774 0.0081639542 0.007822644 0.0331231514 0.0122924125
## 15 0.0041764768 0.0079865294 0.012964563 0.0239976262 0.0043667694
## 16 0.0073209843 0.0112315049 0.020280848 0.0239027676 0.0207054618
## 17 0.0055364581 0.0176567713 0.010379992 0.0001655415 0.0011243777
## 18 0.0361192561 0.0077472770 0.036263775 0.0071977393 0.0291187126
## 19 0.0107693238 0.0263275157 0.041923268 0.0166291257 0.0038822470
## 20 0.0009389781 0.0020680938 0.026523212 0.0325221308 0.0089167304
## 21 0.0149459237 0.0053521695 0.022998476 0.0057182745 0.0144234737
## PC68.3 programN.4 PC1.4
## 1 0.0006156937 History 0.026663545
## 2 0.0180189870 Music 0.001331327
## 3 0.0168560548 Private.School.Leadership 0.029591067
## 4 0.0218348280 Higher.and.Postsecondary.Education 0.007527071
## 5 0.0093175439 Dance.Education 0.003061861
## 6 0.0126924120 Urban.Education 0.028155643
## 7 0.0055024242 Reading 0.020440668
## 8 0.0159891192 Counseling.Psychology 0.012325371
## 9 0.0093621067 Arts.Administration 0.030798370
## 10 0.0156976393 Spirituality.Mind.Body 0.018962849
## 11 0.0377772817 Education.Technology 0.010341837
## 12 0.0037756628 Education.Leadership 0.023981758
## 13 0.0281049725 College.Advising 0.020348543
## 14 0.0122383227 Gifted.Education 0.009288762
## 15 0.0302318253 Sexuality..Women.and.Gender.in.Psychology 0.021661557
## 16 0.0299029717 Psychological.Counseling 0.005675797
## 17 0.0214321773 Art.Education 0.015556498
## 18 0.0001917411 Inclusive.Education 0.017061507
## 19 0.0056948558 cluster 0.016718034
## 20 0.0119576270 Philosophy 0.007190035
## 21 0.0194302042 Linguistics 0.004947331
## PC2.4 PC3.4 PC4.4 PC5.4 PC6.4
## 1 0.002442781 0.0015556889 0.0021290297 0.05309420 0.0056032077
## 2 0.009494630 0.0221763981 0.0040015203 0.03329525 0.0005785762
## 3 0.009104437 0.0041877010 0.0035497901 0.03099537 0.0267911433
## 4 0.011385278 0.0130459674 0.0046004348 0.03082268 0.0402722606
## 5 0.002731713 0.0235640740 0.0139166169 0.02993315 0.0161084934
## 6 0.004910671 0.0076600332 0.0119702405 0.02931031 0.0076374091
## 7 0.001183486 0.0079798028 0.0150766710 0.02844347 0.0131204338
## 8 0.029778751 0.0088381747 0.0129449950 0.02828953 0.0179568214
## 9 0.007006109 0.0247494405 0.0064167536 0.02809094 0.0099180873
## 10 0.025446601 0.0047636957 0.0013372900 0.02704933 0.0153863042
## 11 0.014739512 0.0404940795 0.0014398348 0.02654586 0.0035173959
## 12 0.004788017 0.0006161223 0.0141566868 0.02575044 0.0036752154
## 13 0.009774807 0.0163386154 0.0086642029 0.02437320 0.0146771685
## 14 0.004412504 0.0187600132 0.0173694849 0.02369249 0.0027821733
## 15 0.026960344 0.0039637231 0.0126042931 0.02323197 0.0241148815
## 16 0.030173588 0.0132593925 0.0271907105 0.02309283 0.0185385286
## 17 0.002048307 0.0089310749 0.0020734548 0.02293311 0.0089905332
## 18 0.010920638 0.0032186462 0.0005861185 0.02238350 0.0297825498
## 19 0.025842690 0.0405600152 0.0372068508 0.02167346 0.0150258913
## 20 0.005726372 0.0015601839 0.0092148381 0.02163855 0.0219661202
## 21 0.007329538 0.0065879987 0.0541071873 0.02084087 0.0025245649
## PC7.4 PC8.4 PC9.4 PC10.4 PC11.4
## 1 0.002422623 0.0158731531 0.001431406 0.0028922222 0.0052773453
## 2 0.039813611 0.0079498414 0.023227344 0.0144477798 0.0244549155
## 3 0.010369450 0.0083654759 0.004407586 0.0018129601 0.0009176543
## 4 0.018306981 0.0123599959 0.025183963 0.0162809823 0.0088637080
## 5 0.047410204 0.0171934839 0.002415794 0.0234615127 0.0154751033
## 6 0.009435514 0.0368882006 0.020057965 0.0068444197 0.0180700950
## 7 0.002924724 0.0232753503 0.004192322 0.0131786178 0.0151928942
## 8 0.022942736 0.0058531308 0.013784837 0.0033630092 0.0148763008
## 9 0.005405654 0.0080879877 0.015575526 0.0017274695 0.0087334005
## 10 0.019875643 0.0018854097 0.031791399 0.0086626499 0.0006241734
## 11 0.012013695 0.0034680911 0.006246917 0.0001833444 0.0071108922
## 12 0.014110727 0.0126121955 0.002085505 0.0382958480 0.0180075020
## 13 0.010972374 0.0150352054 0.001865618 0.0199292707 0.0243791447
## 14 0.045686018 0.0320883183 0.016162825 0.0040634158 0.0056499626
## 15 0.016476556 0.0133393896 0.020629130 0.0133064824 0.0280992606
## 16 0.001151043 0.0006924103 0.017994401 0.0007766548 0.0227095128
## 17 0.024412423 0.0067335669 0.001048565 0.0354939210 0.0342816576
## 18 0.015254051 0.0071218003 0.009367531 0.0180083256 0.0356482459
## 19 0.006894876 0.0111009044 0.010507240 0.0142931113 0.0135237065
## 20 0.001496165 0.0073674683 0.001982901 0.0622735221 0.0023984376
## 21 0.023404781 0.0170624568 0.012953165 0.0343666431 0.0109762958
## PC12.4 PC13.4 PC14.4 PC15.4 PC16.4
## 1 0.016671175 0.0013146984 0.022575312 0.0144500273 0.007566383
## 2 0.021981160 0.0185234630 0.011918671 0.0259238820 0.008021661
## 3 0.009298711 0.0067930806 0.034163625 0.0095813212 0.005696281
## 4 0.024975287 0.0073904401 0.006721013 0.0006386207 0.024005827
## 5 0.013925381 0.0227163619 0.003526774 0.0012952068 0.001816857
## 6 0.005481427 0.0010188237 0.022412447 0.0050227151 0.005434683
## 7 0.032431938 0.0292802971 0.001919035 0.0107043676 0.006045508
## 8 0.013181806 0.0017390673 0.003268060 0.0377580394 0.011238361
## 9 0.008750914 0.0006597047 0.003852231 0.0112515795 0.012968430
## 10 0.003869211 0.0037619987 0.033457043 0.0048381914 0.010811923
## 11 0.011552105 0.0390417431 0.033147637 0.0103980243 0.030173068
## 12 0.019437492 0.0134708181 0.052032344 0.0166055939 0.005221424
## 13 0.001667794 0.0382673370 0.005897418 0.0192748262 0.012794286
## 14 0.033897016 0.0208054594 0.015805011 0.0093776443 0.004570248
## 15 0.013508356 0.0095990422 0.002827734 0.0241542699 0.003440244
## 16 0.005072075 0.0051420483 0.024457889 0.0078050072 0.011878138
## 17 0.024098872 0.0317734411 0.008276382 0.0147341776 0.042387978
## 18 0.013713649 0.0006533485 0.012261040 0.0203852487 0.012446626
## 19 0.001208053 0.0094348367 0.013939670 0.0080718853 0.005043319
## 20 0.027856695 0.0270965984 0.047835044 0.0050924287 0.001859075
## 21 0.003705706 0.0193361508 0.002950900 0.0103048342 0.014187673
## PC17.4 PC18.4 PC19.4 PC20.4 PC21.4
## 1 0.008631473 1.527903e-02 0.011884667 0.004470544 0.0121759984
## 2 0.015138437 1.019188e-02 0.016570914 0.021952516 0.0395126697
## 3 0.005277184 3.075458e-02 0.005755969 0.013616821 0.0024203886
## 4 0.007888218 9.395336e-03 0.029620606 0.022506086 0.0305448728
## 5 0.037507048 1.670549e-02 0.019291414 0.024974276 0.0040991257
## 6 0.019170259 1.099369e-02 0.017204004 0.006300514 0.0101020121
## 7 0.036086149 1.941683e-02 0.039566429 0.034915387 0.0136972845
## 8 0.010338284 1.201114e-02 0.008866299 0.016796180 0.0370311571
## 9 0.003932161 2.030536e-02 0.010654843 0.032358351 0.0205976022
## 10 0.005626542 2.537453e-02 0.028356459 0.001906876 0.0137954478
## 11 0.025156509 9.632558e-06 0.010378777 0.006710492 0.0099926366
## 12 0.036383962 9.352064e-03 0.007566880 0.011437563 0.0120367742
## 13 0.035515685 1.476401e-02 0.014235093 0.033777986 0.0041214729
## 14 0.025227145 1.401836e-02 0.013188328 0.001946306 0.0109215036
## 15 0.004158080 1.305328e-02 0.013975436 0.017997007 0.0094939382
## 16 0.017712204 2.923849e-02 0.019815966 0.013080943 0.0434413242
## 17 0.009908243 1.040518e-02 0.008058136 0.008551660 0.0032436272
## 18 0.028783254 4.493760e-02 0.010910470 0.013056997 0.0002768048
## 19 0.005679755 2.116016e-03 0.002602185 0.002172608 0.0018081232
## 20 0.010363966 2.482527e-02 0.012608747 0.010017276 0.0001345493
## 21 0.003914251 3.411347e-03 0.018170476 0.015847075 0.0054693550
## PC22.4 PC23.4 PC24.4 PC25.4 PC26.4
## 1 0.024553718 0.012114720 0.009441786 0.005294958 0.002012743
## 2 0.019809772 0.030475818 0.009353892 0.016590496 0.005118102
## 3 0.033602308 0.001343530 0.037590965 0.000951984 0.017374584
## 4 0.014206848 0.006273583 0.006363002 0.010678331 0.044790612
## 5 0.025857755 0.018095625 0.006818326 0.003436337 0.016879997
## 6 0.001479783 0.021909496 0.022184494 0.012675007 0.016163908
## 7 0.001255224 0.001497869 0.016053221 0.017388394 0.019136366
## 8 0.025098705 0.009036125 0.020732797 0.008120861 0.009696782
## 9 0.001381994 0.016113398 0.023901620 0.023221766 0.028508931
## 10 0.002079064 0.017514237 0.014239775 0.014382336 0.016157291
## 11 0.016425594 0.011143376 0.003961749 0.019214883 0.015449554
## 12 0.006492552 0.025090979 0.007614174 0.010842788 0.007009874
## 13 0.006254485 0.025813643 0.035024570 0.018872014 0.021295014
## 14 0.004619819 0.007484015 0.005130577 0.037782869 0.023658391
## 15 0.004287865 0.018692916 0.017020172 0.024600503 0.011766409
## 16 0.002273451 0.008232161 0.004412369 0.002787222 0.006663096
## 17 0.019921910 0.006313250 0.015270130 0.003404236 0.031324719
## 18 0.012153475 0.022789427 0.024431939 0.023077430 0.031646744
## 19 0.018612264 0.015552348 0.003195464 0.011123707 0.001484748
## 20 0.008186898 0.025278109 0.024891879 0.014262603 0.003045321
## 21 0.002230891 0.002246492 0.043122127 0.006965644 0.027820804
## PC27.4 PC28.4 PC29.4 PC30.4 PC31.4
## 1 0.0137276675 0.0255845394 0.0110504073 0.0484028724 0.0177599780
## 2 0.0063438015 0.0086232152 0.0068231992 0.0089795277 0.0054854926
## 3 0.0220917465 0.0009106448 0.0063290486 0.0262909998 0.0031326326
## 4 0.0025348205 0.0051737310 0.0222391104 0.0151896259 0.0259975183
## 5 0.0075941874 0.0065093773 0.0030711560 0.0108245315 0.0059451298
## 6 0.0139969124 0.0436808791 0.0232522969 0.0196662194 0.0101542360
## 7 0.0267845521 0.0138769636 0.0004192801 0.0188599964 0.0181028520
## 8 0.0081004782 0.0114107699 0.0061351084 0.0024903267 0.0541618383
## 9 0.0045752692 0.0178182088 0.0342700445 0.0161297440 0.0155797126
## 10 0.0451263847 0.0047443445 0.0131365729 0.0082984556 0.0126422669
## 11 0.0012353301 0.0051601802 0.0005887637 0.0137612984 0.0017193402
## 12 0.0278829376 0.0084579786 0.0042752736 0.0144003887 0.0030584393
## 13 0.0125174482 0.0106559708 0.0135158414 0.0057926046 0.0006276715
## 14 0.0235839571 0.0128267284 0.0068408549 0.0035965995 0.0082478218
## 15 0.0074020110 0.0202215632 0.0216256132 0.0042572359 0.0247241466
## 16 0.0147105684 0.0308812199 0.0103775123 0.0001298397 0.0081691680
## 17 0.0033518525 0.0108956346 0.0104823904 0.0426170373 0.0344471057
## 18 0.0049830320 0.0307676886 0.0139480559 0.0420758605 0.0044997353
## 19 0.0009007151 0.0116507850 0.0223900720 0.0065613503 0.0026047135
## 20 0.0029324340 0.0180404239 0.0034814060 0.0072950828 0.0012022091
## 21 0.0238494254 0.0040261805 0.0014815269 0.0099796751 0.0152637057
## PC32.4 PC33.4 PC34.4 PC35.4 PC36.4
## 1 0.0145140855 0.0042574736 0.0230322985 0.0042287075 0.013919346
## 2 0.0129087503 0.0037075278 0.0332421854 0.0015670642 0.028213915
## 3 0.0247618602 0.0039000671 0.0270412766 0.0123699380 0.016596176
## 4 0.0002837276 0.0198939309 0.0264555110 0.0321950263 0.006607765
## 5 0.0146436133 0.0189418102 0.0081385843 0.0287950756 0.004565738
## 6 0.0222802022 0.0022393692 0.0123471766 0.0063730692 0.010947112
## 7 0.0031879592 0.0134600899 0.0232013411 0.0201872659 0.010501673
## 8 0.0167544069 0.0067040547 0.0099485392 0.0260160459 0.001913292
## 9 0.0014454672 0.0009011486 0.0091688055 0.0244545643 0.026771490
## 10 0.0236805934 0.0518837932 0.0002319862 0.0299425065 0.012214891
## 11 0.0151304423 0.0205969389 0.0337535404 0.0065986933 0.023176107
## 12 0.0104223994 0.0116722419 0.0265106743 0.0001300507 0.009012071
## 13 0.0237316993 0.0118552631 0.0062683245 0.0179204487 0.014725700
## 14 0.0032412624 0.0084695108 0.0127960320 0.0227466346 0.033959883
## 15 0.0107931755 0.0221986133 0.0463595486 0.0191663483 0.004387870
## 16 0.0184546139 0.0295608177 0.0123647695 0.0187980202 0.002855796
## 17 0.0249055008 0.0074911357 0.0108015540 0.0025048870 0.024866510
## 18 0.0119160664 0.0032904695 0.0175358222 0.0117784596 0.005876314
## 19 0.0088117414 0.0186021851 0.0070467067 0.0015948782 0.006372683
## 20 0.0218181559 0.0087272487 0.0107511727 0.0214846867 0.032968635
## 21 0.0162663946 0.0256329947 0.0074182728 0.0140772299 0.006708877
## PC37.4 PC38.4 PC39.4 PC40.4 PC41.4
## 1 0.0060609155 0.021004263 6.512379e-06 5.594068e-03 1.247736e-02
## 2 0.0256849278 0.015024316 1.154034e-02 1.881309e-02 8.162331e-05
## 3 0.0091173282 0.007285253 1.032338e-02 2.130563e-02 1.723829e-03
## 4 0.0005811690 0.002713510 2.376273e-02 6.807845e-03 2.964824e-02
## 5 0.0074141025 0.002471392 1.525229e-02 1.678320e-02 3.079813e-03
## 6 0.0370175504 0.030976287 5.790322e-03 8.036488e-03 2.495149e-02
## 7 0.0038229054 0.006886882 1.398079e-02 3.124790e-02 1.924501e-02
## 8 0.0009117208 0.018358323 1.120532e-03 1.763951e-02 5.428476e-03
## 9 0.0102853461 0.043045569 1.190450e-02 6.646896e-03 1.045714e-02
## 10 0.0014173027 0.017385192 1.130400e-02 1.164110e-02 6.057619e-03
## 11 0.0480802380 0.019885236 4.167164e-03 1.610367e-02 2.694603e-02
## 12 0.0085366773 0.006155270 2.261321e-02 3.252681e-03 1.157027e-02
## 13 0.0190217040 0.044370356 1.322562e-03 1.876905e-02 9.751090e-03
## 14 0.0191036106 0.021678306 3.177639e-02 2.223649e-02 2.779095e-02
## 15 0.0071293894 0.007958182 2.601923e-03 1.744477e-03 7.651826e-03
## 16 0.0286790383 0.019406810 4.717609e-03 8.846041e-05 3.456438e-02
## 17 0.0079641889 0.015840697 5.401391e-03 4.782018e-02 2.879770e-02
## 18 0.0175596240 0.008483998 1.944366e-02 4.911617e-03 1.654482e-02
## 19 0.0089586269 0.012716084 9.596871e-03 8.528354e-03 2.276942e-03
## 20 0.0100662072 0.010748328 4.839365e-02 7.555933e-03 9.676640e-03
## 21 0.0014423404 0.012314012 2.374401e-02 2.189815e-02 5.180017e-05
## PC42.4 PC43.4 PC44.4 PC45.4 PC46.4
## 1 0.009094251 0.003859800 0.0224522737 0.030398674 0.014451516
## 2 0.003426589 0.009059190 0.0039600349 0.010282711 0.022720178
## 3 0.040306414 0.036568891 0.0098255164 0.005306105 0.019153358
## 4 0.010033015 0.015526534 0.0119409846 0.006457963 0.017285922
## 5 0.030966919 0.015924592 0.0163349267 0.041307348 0.010126927
## 6 0.012687577 0.012327293 0.0153328844 0.003084319 0.003872223
## 7 0.006949625 0.037512499 0.0054688382 0.002573854 0.004765132
## 8 0.012456939 0.001661266 0.0185446976 0.010357523 0.032467065
## 9 0.003279043 0.012522541 0.0124287559 0.036131628 0.008812361
## 10 0.013060386 0.012726169 0.0013319924 0.018793499 0.006022074
## 11 0.037639379 0.023721813 0.0166849922 0.019832347 0.010580637
## 12 0.034831942 0.017869632 0.0150544850 0.031944262 0.006517117
## 13 0.005085027 0.028797715 0.0019139992 0.018245926 0.006393659
## 14 0.020656333 0.020324925 0.0002421774 0.010535776 0.025985308
## 15 0.030307288 0.025638410 0.0062154054 0.008202022 0.020747391
## 16 0.018364519 0.007491548 0.0551015080 0.014123210 0.043293162
## 17 0.026355901 0.005219606 0.0101290310 0.027060375 0.023231779
## 18 0.006804155 0.025870268 0.0210734158 0.022704675 0.019649372
## 19 0.014178125 0.010494063 0.0267086807 0.023182761 0.020612084
## 20 0.015324863 0.017100043 0.0142447850 0.007544264 0.006735028
## 21 0.006340144 0.007193893 0.0319733797 0.001280308 0.003594276
## PC47.4 PC48.4 PC49.4 PC50.4 PC51.4
## 1 0.0233502572 4.104485e-03 0.001196755 0.017045112 4.650066e-02
## 2 0.0149340891 2.508383e-03 0.027603506 0.012374253 4.994319e-03
## 3 0.0144368687 2.275667e-02 0.015081237 0.001294247 1.430636e-02
## 4 0.0134724086 1.725954e-02 0.001264596 0.022353713 7.432091e-03
## 5 0.0164302227 1.927233e-02 0.014679402 0.001435894 2.842639e-02
## 6 0.0088374374 4.413069e-02 0.015009847 0.001412037 2.272225e-02
## 7 0.0004688775 6.352392e-03 0.005535342 0.002812331 9.197704e-03
## 8 0.0039995210 6.027365e-03 0.001924934 0.018825350 8.181411e-03
## 9 0.0162968841 8.809708e-05 0.040440421 0.045064161 1.704745e-03
## 10 0.0089533785 7.408922e-03 0.010716036 0.006469793 4.593128e-03
## 11 0.0096893428 1.235315e-02 0.013607762 0.008246064 5.577876e-03
## 12 0.0140224444 6.928971e-03 0.011638277 0.017361765 5.893053e-03
## 13 0.0020170834 1.394812e-02 0.000675580 0.018427301 1.346689e-02
## 14 0.0110295939 2.159048e-02 0.021740957 0.021250986 1.154773e-02
## 15 0.0011228177 3.687112e-03 0.001709257 0.006240370 2.907592e-02
## 16 0.0069080557 1.198624e-02 0.007858785 0.007771809 7.122451e-04
## 17 0.0209236556 1.632153e-02 0.011960728 0.020390909 3.602512e-04
## 18 0.0219960654 3.254416e-03 0.005851927 0.006151315 3.929382e-02
## 19 0.0111647979 1.757874e-02 0.031930753 0.001016970 4.127861e-04
## 20 0.0408795579 1.222727e-02 0.008975692 0.001317771 3.230873e-02
## 21 0.0157530837 8.018621e-03 0.001047132 0.005445827 5.053185e-05
## PC52.4 PC53.4 PC54.4 PC55.4 PC56.4
## 1 0.001842569 0.0334005615 0.0222085762 0.015060979 0.0266252000
## 2 0.021026577 0.0218063432 0.0229360323 0.001692675 0.0483129522
## 3 0.004316882 0.0178186376 0.0018797221 0.020941072 0.0125424399
## 4 0.015030708 0.0073035634 0.0042939071 0.034632705 0.0038938297
## 5 0.029473732 0.0247756465 0.0504591551 0.029685995 0.0003145702
## 6 0.005435733 0.0003310062 0.0319835895 0.027626463 0.0173797478
## 7 0.032923408 0.0116590708 0.0232261491 0.025933102 0.0181915709
## 8 0.013774740 0.0245576490 0.0017917463 0.021067524 0.0049683435
## 9 0.002983082 0.0033514398 0.0153960358 0.001909226 0.0220527414
## 10 0.009343880 0.0353907726 0.0212149380 0.020476250 0.0097613192
## 11 0.022300422 0.0098949963 0.0021540562 0.022890080 0.0066379636
## 12 0.009767312 0.0243144468 0.0171445546 0.032427563 0.0196462852
## 13 0.027534465 0.0079700799 0.0027662226 0.004549498 0.0181389022
## 14 0.018993334 0.0068510418 0.0090353732 0.010791443 0.0206791847
## 15 0.002930999 0.0379608313 0.0320571934 0.002701520 0.0086863854
## 16 0.021253623 0.0162096397 0.0001327207 0.001841351 0.0193079703
## 17 0.007965090 0.0003402151 0.0076261223 0.008966829 0.0140110813
## 18 0.033265264 0.0014460615 0.0125827955 0.010956228 0.0011959113
## 19 0.016650568 0.0089817831 0.0147658552 0.008106380 0.0156387889
## 20 0.005803143 0.0414613455 0.0118362828 0.007736112 0.0116623813
## 21 0.010399101 0.0050398196 0.0156212113 0.037588477 0.0067186803
## PC57.4 PC58.4 PC59.4 PC60.4 PC61.4
## 1 2.165776e-02 0.0094062669 0.006408813 0.0035529432 0.026546418
## 2 1.018414e-02 0.0078136921 0.002190757 0.0009684508 0.029856896
## 3 9.711272e-03 0.0167199056 0.009112724 0.0060728563 0.012814248
## 4 6.088869e-03 0.0330127589 0.014603257 0.0035787723 0.037862701
## 5 6.370686e-03 0.0084707774 0.009239827 0.0163669890 0.006788166
## 6 5.879765e-04 0.0144710664 0.003757723 0.0193812336 0.006818913
## 7 1.999525e-02 0.0091488981 0.010880241 0.0258148884 0.016587886
## 8 1.933771e-04 0.0046913547 0.044658588 0.0151329808 0.011348932
## 9 1.894987e-02 0.0057354535 0.017795234 0.0109030140 0.007424051
## 10 3.404679e-03 0.0261966325 0.017908031 0.0052195503 0.011949069
## 11 1.506002e-02 0.0125730627 0.007086312 0.0161317622 0.021836115
## 12 1.585068e-02 0.0009472866 0.014292480 0.0142052170 0.005447547
## 13 5.190003e-05 0.0097139029 0.046507462 0.0327891300 0.005858272
## 14 1.081437e-03 0.0044385602 0.005352310 0.0112577741 0.010321521
## 15 2.566853e-02 0.0128126667 0.011430421 0.0201215702 0.015869348
## 16 2.492916e-02 0.0001651332 0.024050442 0.0024020792 0.029062510
## 17 2.796952e-03 0.0117947049 0.003531238 0.0054182727 0.001842955
## 18 2.030594e-02 0.0113508668 0.017011324 0.0178330426 0.016984420
## 19 3.551195e-03 0.0157120649 0.062190838 0.0247831934 0.022549980
## 20 2.929235e-03 0.0013623026 0.011086582 0.0068777974 0.001825640
## 21 2.417361e-02 0.0030323568 0.053081504 0.0033919948 0.018109541
## PC62.4 PC63.4 PC64.4 PC65.4 PC66.4
## 1 0.0230594742 0.020584123 0.0079861148 0.0201398942 0.022269664
## 2 0.0059643847 0.013778415 0.0349634475 0.0190039630 0.003949686
## 3 0.0651074273 0.001195416 0.0034060351 0.0080640424 0.007152437
## 4 0.0005669022 0.010293710 0.0257337042 0.0081613053 0.009185125
## 5 0.0183052132 0.002879448 0.0008058106 0.0005078441 0.005562486
## 6 0.0099734183 0.003709432 0.0039693320 0.0081797975 0.045767586
## 7 0.0295861388 0.018921778 0.0086562750 0.0118894306 0.013859452
## 8 0.0001915041 0.031977539 0.0016717793 0.0214617975 0.002179003
## 9 0.0128791331 0.021296507 0.0043032116 0.0253704979 0.005015689
## 10 0.0214015455 0.023973926 0.0102944367 0.0202642712 0.005381702
## 11 0.0191882290 0.003004076 0.0119618608 0.0222113321 0.029049346
## 12 0.0475253117 0.027747199 0.0240274807 0.0151292125 0.001768470
## 13 0.0087468265 0.002526312 0.0182435517 0.0080079643 0.016319285
## 14 0.0237657946 0.039822685 0.0022061130 0.0103774797 0.007431757
## 15 0.0223570487 0.012143539 0.0416212060 0.0230215250 0.015915069
## 16 0.0022094006 0.007052124 0.0007189327 0.0202609273 0.002539966
## 17 0.0128890391 0.025757440 0.0165285383 0.0083052043 0.013816156
## 18 0.0006758373 0.004312326 0.0045730150 0.0220775947 0.008488602
## 19 0.0030781720 0.004417592 0.0541746947 0.0108909126 0.029056473
## 20 0.0004763906 0.012246761 0.0049039762 0.0055854019 0.019612045
## 21 0.0003451716 0.026490567 0.0401983871 0.0266746238 0.019508073
## PC67.4 PC68.4 programN.5
## 1 3.018827e-02 0.0013267173 Science.Education
## 2 4.902395e-03 0.0015280487 Higher.and.Postsecondary.Education
## 3 9.976382e-03 0.0225654471 School.Psychology
## 4 7.234322e-03 0.0099774894 Social.Studies
## 5 7.965321e-05 0.0113511622 Communication.Sciences.and.Disorders
## 6 9.370916e-03 0.0218993263 Inclusive.Education
## 7 2.697612e-02 0.0012410059 Measurement..Evaluation.and.Statistics
## 8 2.211844e-02 0.0416938066 Health.Education
## 9 2.371265e-02 0.0237488777 Movement.Science
## 10 4.806984e-02 0.0103327468 Private.School.Leadership
## 11 1.378417e-02 0.0285520058 Adult.Education
## 12 8.809235e-04 0.0202401258 Learning.Analytics
## 13 1.333116e-02 0.0221388427 Sexuality..Women.and.Gender.in.Psychology
## 14 1.602098e-02 0.0199395695 Nutrition
## 15 2.720838e-03 0.0199583902 Philosophy
## 16 4.856063e-03 0.0037756628 Anthropology
## 17 3.404221e-03 0.0023676781 Design.and.Development.of.Digital.Games
## 18 6.659960e-03 0.0116888410 Diabetes.Education
## 19 4.278506e-02 0.0218348280 Change.Leadership
## 20 1.108931e-02 0.0092625906 Bilingual.Bicultural.Education
## 21 3.354950e-03 0.0006156937 Psychological.Counseling
## PC1.5 PC2.5 PC3.5 PC4.5 PC5.5
## 1 0.0001849125 0.0063566748 0.016191800 0.0161678166 0.016481645
## 2 0.0075270712 0.0113852785 0.013045967 0.0046004348 0.030822677
## 3 0.0141583324 0.0113416191 0.009069789 0.0053335676 0.006691396
## 4 0.0179973774 0.0006640169 0.011033275 0.0056230373 0.017457209
## 5 0.0122222491 0.0216053193 0.011435378 0.0216968948 0.011556281
## 6 0.0170615072 0.0109206381 0.003218646 0.0005861185 0.022383499
## 7 0.0064349114 0.0016544465 0.043261757 0.0090647142 0.005170621
## 8 0.0089287273 0.0341478058 0.014306997 0.0188519367 0.005280302
## 9 0.0133424668 0.0223525739 0.013814476 0.0083708817 0.002063737
## 10 0.0295910671 0.0091044367 0.004187701 0.0035497901 0.030995370
## 11 0.0284241315 0.0133897133 0.001175350 0.0094882961 0.020011212
## 12 0.0056459553 0.0027822662 0.048876967 0.0065973590 0.001854961
## 13 0.0216615570 0.0269603435 0.003963723 0.0126042931 0.023231967
## 14 0.0130965562 0.0172599196 0.016846899 0.0025104521 0.003856389
## 15 0.0071900348 0.0057263717 0.001560184 0.0092148381 0.021638555
## 16 0.0072486176 0.0113925330 0.005047288 0.0249333296 0.014114775
## 17 0.0063556814 0.0144088809 0.044990699 0.0313386025 0.012099339
## 18 0.0013461403 0.0290045611 0.005005117 0.0020001112 0.003031366
## 19 0.0398648928 0.0015078079 0.013165099 0.0212088348 0.009947538
## 20 0.0276069141 0.0134069750 0.006811021 0.0283298432 0.005426524
## 21 0.0056757968 0.0301735884 0.013259392 0.0271907105 0.023092825
## PC6.5 PC7.5 PC8.5 PC9.5 PC10.5
## 1 0.05694770 0.009092715 1.043724e-02 0.027654292 0.0030678251
## 2 0.04027226 0.018306981 1.236000e-02 0.025183963 0.0162809823
## 3 0.03655609 0.011510206 1.608795e-02 0.031969633 0.0039291076
## 4 0.03154356 0.042443185 4.464860e-02 0.012576202 0.0041900676
## 5 0.03106190 0.045103579 2.018048e-02 0.003670227 0.0100800326
## 6 0.02978255 0.015254051 7.121800e-03 0.009367531 0.0180083256
## 7 0.02938850 0.020607083 1.407094e-03 0.017986220 0.0238703915
## 8 0.02924980 0.006062952 3.695185e-04 0.024513906 0.0197771622
## 9 0.02782640 0.003963575 1.000377e-02 0.010125142 0.0290958703
## 10 0.02679114 0.010369450 8.365476e-03 0.004407586 0.0018129601
## 11 0.02628217 0.020197883 1.356196e-02 0.001392056 0.0118614379
## 12 0.02563048 0.023308238 2.350582e-02 0.009432336 0.0153262453
## 13 0.02411488 0.016476556 1.333939e-02 0.020629130 0.0133064824
## 14 0.02358344 0.001032978 9.109188e-04 0.045414953 0.0028813655
## 15 0.02196612 0.001496165 7.367468e-03 0.001982901 0.0622735221
## 16 0.02074161 0.025954417 1.228983e-02 0.025212914 0.0113607637
## 17 0.02004235 0.003449517 4.624458e-03 0.003947530 0.0175316831
## 18 0.01933924 0.020485282 3.436564e-02 0.025550739 0.0083823655
## 19 0.01878390 0.004456839 4.742287e-05 0.003735709 0.0179235215
## 20 0.01871322 0.028402924 4.377948e-03 0.021853686 0.0227016327
## 21 0.01853853 0.001151043 6.924103e-04 0.017994401 0.0007766548
## PC11.5 PC12.5 PC13.5 PC14.5 PC15.5
## 1 0.0126014369 0.017141487 0.0266447829 0.0242395828 0.0242909381
## 2 0.0088637080 0.024975287 0.0073904401 0.0067210128 0.0006386207
## 3 0.0041003550 0.002958882 0.0018835188 0.0346521165 0.0262572483
## 4 0.0082672240 0.004644419 0.0110741844 0.0294952669 0.0158405074
## 5 0.0273229533 0.003080459 0.0063129079 0.0127541932 0.0086317750
## 6 0.0356482459 0.013713649 0.0006533485 0.0122610400 0.0203852487
## 7 0.0130058611 0.025791954 0.0303641121 0.0180542112 0.0080457885
## 8 0.0122948945 0.025755394 0.0306201751 0.0212227537 0.0072622281
## 9 0.0117644984 0.017848456 0.0281853960 0.0068073758 0.0049308252
## 10 0.0009176543 0.009298711 0.0067930806 0.0341636252 0.0095813212
## 11 0.0058608203 0.004401913 0.0027171270 0.0191924286 0.0213545867
## 12 0.0198626538 0.011695803 0.0341390013 0.0005865174 0.0127348428
## 13 0.0280992606 0.013508356 0.0095990422 0.0028277341 0.0241542699
## 14 0.0395301337 0.019583909 0.0253531468 0.0080098225 0.0134819521
## 15 0.0023984376 0.027856695 0.0270965984 0.0478350443 0.0050924287
## 16 0.0001411341 0.011995749 0.0211476083 0.0032106535 0.0351065308
## 17 0.0086196215 0.022174927 0.0136066046 0.0265153220 0.0178325436
## 18 0.0020275950 0.001307258 0.0224833564 0.0001161929 0.0249082768
## 19 0.0139374341 0.002607609 0.0073583512 0.0146256496 0.0120026413
## 20 0.0266235598 0.005235833 0.0100731292 0.0011944513 0.0094952899
## 21 0.0227095128 0.005072075 0.0051420483 0.0244578886 0.0078050072
## PC16.5 PC17.5 PC18.5 PC19.5 PC20.5
## 1 0.010020918 0.0109400901 0.0042956585 0.0114814416 0.010633742
## 2 0.024005827 0.0078882177 0.0093953359 0.0296206063 0.022506086
## 3 0.005438831 0.0350320756 0.0410151501 0.0018803761 0.019524309
## 4 0.002239219 0.0225297196 0.0022759901 0.0171239647 0.005482647
## 5 0.014593970 0.0006396479 0.0006730579 0.0210853325 0.001082123
## 6 0.012446626 0.0287832542 0.0449375971 0.0109104699 0.013056997
## 7 0.011166111 0.0075813830 0.0310925126 0.0096051825 0.016777008
## 8 0.005321750 0.0211236012 0.0125916567 0.0112701422 0.009007826
## 9 0.051505417 0.0124359168 0.0223233990 0.0095651534 0.023047859
## 10 0.005696281 0.0052771841 0.0307545765 0.0057559688 0.013616821
## 11 0.020422979 0.0102031935 0.0001088556 0.0210826317 0.018696905
## 12 0.009187963 0.0061049139 0.0107903838 0.0004799608 0.019093037
## 13 0.003440244 0.0041580796 0.0130532772 0.0139754359 0.017997007
## 14 0.005945587 0.0198765891 0.0047318980 0.0045731532 0.006173864
## 15 0.001859075 0.0103639658 0.0248252745 0.0126087472 0.010017276
## 16 0.046731327 0.0119738679 0.0201153284 0.0025059395 0.007557299
## 17 0.011643175 0.0056585626 0.0213273553 0.0102352240 0.001633480
## 18 0.011650159 0.0049883479 0.0457028055 0.0125205399 0.005576673
## 19 0.011577729 0.0106277830 0.0074264591 0.0084128302 0.005304519
## 20 0.015421788 0.0042930855 0.0015598852 0.0013412938 0.015515080
## 21 0.011878138 0.0177122036 0.0292384912 0.0198159657 0.013080943
## PC21.5 PC22.5 PC23.5 PC24.5 PC25.5
## 1 0.0418248551 0.006622261 0.013729464 0.0159174934 0.0027037507
## 2 0.0305448728 0.014206848 0.006273583 0.0063630024 0.0106783307
## 3 0.0233258709 0.024955219 0.015782183 0.0140918768 0.0083716108
## 4 0.0058795476 0.010451118 0.015724566 0.0164435018 0.0101204159
## 5 0.0081284155 0.011728583 0.015860923 0.0105237618 0.0334632115
## 6 0.0002768048 0.012153475 0.022789427 0.0244319393 0.0230774302
## 7 0.0028087050 0.006291520 0.011286880 0.0152568543 0.0015038946
## 8 0.0210301845 0.009541089 0.008640952 0.0082648374 0.0025007969
## 9 0.0224158755 0.026599861 0.002215983 0.0246291856 0.0395338986
## 10 0.0024203886 0.033602308 0.001343530 0.0375909646 0.0009519840
## 11 0.0204459493 0.020782721 0.025026082 0.0008077446 0.0298119762
## 12 0.0042711709 0.001858745 0.027908018 0.0142569460 0.0141646230
## 13 0.0094939382 0.004287865 0.018692916 0.0170201715 0.0246005033
## 14 0.0056299816 0.027987748 0.008317954 0.0115328840 0.0056323336
## 15 0.0001345493 0.008186898 0.025278109 0.0248918791 0.0142626029
## 16 0.0333240794 0.012465643 0.018887203 0.0151327532 0.0009102206
## 17 0.0017292281 0.013721358 0.024451006 0.0136231698 0.0019594510
## 18 0.0014952977 0.014862776 0.025206946 0.0034863291 0.0067578970
## 19 0.0086090480 0.001701926 0.005442440 0.0288479627 0.0166479520
## 20 0.0197209359 0.018648958 0.033244470 0.0041696083 0.0044132283
## 21 0.0434413242 0.002273451 0.008232161 0.0044123689 0.0027872215
## PC26.5 PC27.5 PC28.5 PC29.5 PC30.5
## 1 0.010945593 0.009309978 0.0057851801 0.006132253 0.0049260975
## 2 0.044790612 0.002534821 0.0051737310 0.022239110 0.0151896259
## 3 0.017807661 0.006331016 0.0143919303 0.008000119 0.0217540643
## 4 0.008501193 0.002377932 0.0016878406 0.010480072 0.0022724138
## 5 0.008256672 0.014012758 0.0236642831 0.021435048 0.0214544959
## 6 0.031646744 0.004983032 0.0307676886 0.013948056 0.0420758605
## 7 0.006819988 0.011248786 0.0154582198 0.006204654 0.0472040901
## 8 0.018053526 0.011820683 0.0116804969 0.018643151 0.0077508257
## 9 0.007545436 0.006170652 0.0006502502 0.007945921 0.0047980546
## 10 0.017374584 0.022091746 0.0009106448 0.006329049 0.0262909998
## 11 0.002738005 0.011030234 0.0346366529 0.009180850 0.0396765815
## 12 0.011905362 0.000689891 0.0012725009 0.002602080 0.0051363451
## 13 0.011766409 0.007402011 0.0202215632 0.021625613 0.0042572359
## 14 0.026133338 0.024874627 0.0065751489 0.057890936 0.0055779811
## 15 0.003045321 0.002932434 0.0180404239 0.003481406 0.0072950828
## 16 0.026996103 0.033258648 0.0133339625 0.030818818 0.0044823495
## 17 0.031170855 0.014719210 0.0156336862 0.008803654 0.0126018668
## 18 0.015114218 0.007009808 0.0406683788 0.011029199 0.0336598463
## 19 0.004553920 0.002824760 0.0023690702 0.015393098 0.0313193143
## 20 0.033307539 0.009299084 0.0177794941 0.012593345 0.0140681962
## 21 0.006663096 0.014710568 0.0308812199 0.010377512 0.0001298397
## PC31.5 PC32.5 PC33.5 PC34.5 PC35.5
## 1 0.007671265 0.0184146416 0.010212963 0.0148365094 0.009083503
## 2 0.025997518 0.0002837276 0.019893931 0.0264555110 0.032195026
## 3 0.023882759 0.0172114354 0.003563764 0.0117691234 0.008310335
## 4 0.014119625 0.0026422574 0.004917826 0.0256350722 0.006849068
## 5 0.014363198 0.0095776196 0.014138344 0.0006488152 0.003352840
## 6 0.004499735 0.0119160664 0.003290470 0.0175358222 0.011778460
## 7 0.001692669 0.0084589638 0.017022131 0.0009184801 0.037991130
## 8 0.009362498 0.0064832838 0.041784327 0.0286055986 0.009338729
## 9 0.018721575 0.0017220402 0.016836679 0.0131869014 0.014779099
## 10 0.003132633 0.0247618602 0.003900067 0.0270412766 0.012369938
## 11 0.008333490 0.0097243273 0.004295345 0.0115100049 0.037944145
## 12 0.016745255 0.0203302489 0.015716056 0.0116936591 0.044861974
## 13 0.024724147 0.0107931755 0.022198613 0.0463595486 0.019166348
## 14 0.029615790 0.0002693448 0.002648784 0.0132779417 0.022576989
## 15 0.001202209 0.0218181559 0.008727249 0.0107511727 0.021484687
## 16 0.037656445 0.0214811413 0.017967966 0.0086510429 0.014940891
## 17 0.004174359 0.0029851974 0.019114751 0.0120255242 0.001355074
## 18 0.012925584 0.0033227582 0.013039362 0.0240064361 0.037349451
## 19 0.008064735 0.0274023880 0.006319330 0.0450600447 0.012806501
## 20 0.017370669 0.0035978570 0.014466408 0.0040790932 0.011186146
## 21 0.008169168 0.0184546139 0.029560818 0.0123647695 0.018798020
## PC36.5 PC37.5 PC38.5 PC39.5 PC40.5
## 1 0.0369845065 0.0182783638 0.006947710 0.002244413 5.327711e-03
## 2 0.0066077647 0.0005811690 0.002713510 0.023762725 6.807845e-03
## 3 0.0208775866 0.0264355233 0.042190943 0.026940850 3.354874e-02
## 4 0.0062674117 0.0286619390 0.027859224 0.013897124 6.909191e-03
## 5 0.0106133888 0.0011770102 0.021121889 0.011674231 4.629703e-02
## 6 0.0058763136 0.0175596240 0.008483998 0.019443657 4.911617e-03
## 7 0.0038771189 0.0379208537 0.010920916 0.016881897 7.955152e-03
## 8 0.0342467151 0.0100441039 0.002584070 0.010988323 9.693223e-03
## 9 0.0280928484 0.0059499535 0.010549189 0.021240260 3.696235e-02
## 10 0.0165961763 0.0091173282 0.007285253 0.010323384 2.130563e-02
## 11 0.0197211996 0.0494494400 0.009883776 0.016519471 1.254353e-02
## 12 0.0009660533 0.0022041376 0.010954433 0.004891132 3.438280e-02
## 13 0.0043878701 0.0071293894 0.007958182 0.002601923 1.744477e-03
## 14 0.0112828676 0.0001471242 0.005862358 0.017465713 2.279764e-02
## 15 0.0329686349 0.0100662072 0.010748328 0.048393651 7.555933e-03
## 16 0.0251928075 0.0049948889 0.009268270 0.007957447 1.432417e-02
## 17 0.0097894326 0.0223828281 0.003711882 0.013942825 4.257383e-02
## 18 0.0023045681 0.0213914434 0.002080026 0.039884484 5.108845e-03
## 19 0.0136857294 0.0265864915 0.017914765 0.023352409 1.025992e-02
## 20 0.0105766200 0.0191619692 0.006130624 0.011134049 1.016935e-02
## 21 0.0028557961 0.0286790383 0.019406810 0.004717609 8.846041e-05
## PC41.5 PC42.5 PC43.5 PC44.5 PC45.5
## 1 0.011549053 0.0008653008 0.0002670037 0.019911102 3.526177e-03
## 2 0.029648244 0.0100330149 0.0155265344 0.011940985 6.457963e-03
## 3 0.014690462 0.0056022036 0.0132129072 0.017285563 1.397104e-02
## 4 0.053621958 0.0090349442 0.0151474899 0.027117177 1.732518e-02
## 5 0.006054332 0.0210037045 0.0246454445 0.039125792 1.792010e-02
## 6 0.016544825 0.0068041554 0.0258702682 0.021073416 2.270468e-02
## 7 0.009891196 0.0200660088 0.0134581936 0.018695727 6.630258e-03
## 8 0.001664219 0.0053447019 0.0051152430 0.004704709 2.479715e-02
## 9 0.002313443 0.0127048526 0.0291890452 0.017318498 1.161915e-06
## 10 0.001723829 0.0403064144 0.0365688912 0.009825516 5.306105e-03
## 11 0.005176922 0.0128414968 0.0273872159 0.004782294 1.369644e-02
## 12 0.015428019 0.0007578696 0.0317903846 0.012790029 1.891215e-02
## 13 0.007651826 0.0303072881 0.0256384101 0.006215405 8.202022e-03
## 14 0.029371062 0.0080766268 0.0084365414 0.001395055 1.118995e-03
## 15 0.009676640 0.0153248634 0.0171000431 0.014244785 7.544264e-03
## 16 0.014965872 0.0049764289 0.0026355850 0.010084244 1.846531e-03
## 17 0.003224138 0.0323899044 0.0077749365 0.013624847 6.899918e-03
## 18 0.019528950 0.0372960202 0.0024832457 0.022276022 1.618554e-02
## 19 0.009712448 0.0287103854 0.0062220371 0.006297690 1.009946e-03
## 20 0.031349182 0.0194639827 0.0416908536 0.024902120 1.478015e-02
## 21 0.034564383 0.0183645191 0.0074915481 0.055101508 1.412321e-02
## PC46.5 PC47.5 PC48.5 PC49.5 PC50.5
## 1 8.104409e-03 0.030841701 0.0004281110 0.008535380 0.0079758729
## 2 1.728592e-02 0.013472409 0.0172595371 0.001264596 0.0223537131
## 3 2.314413e-02 0.015775264 0.0025162943 0.001772171 0.0005050121
## 4 1.834548e-03 0.022946270 0.0144279187 0.019484799 0.0339813028
## 5 1.491830e-02 0.003944670 0.0200509846 0.007372473 0.0208309307
## 6 1.964937e-02 0.021996065 0.0032544164 0.005851927 0.0061513152
## 7 1.051833e-02 0.010275324 0.0088465627 0.020997691 0.0158671679
## 8 2.550465e-02 0.025993869 0.0024084789 0.005842586 0.0050285835
## 9 2.188336e-02 0.008104742 0.0089131138 0.010557901 0.0055357245
## 10 1.915336e-02 0.014436869 0.0227566660 0.015081237 0.0012942469
## 11 1.102810e-02 0.014846850 0.0004276145 0.005165856 0.0148577288
## 12 2.432678e-02 0.005700495 0.0021194433 0.007807132 0.0257200185
## 13 2.074739e-02 0.001122818 0.0036871116 0.001709257 0.0062403701
## 14 7.033337e-05 0.005450552 0.0227008622 0.006134355 0.0248583148
## 15 6.735028e-03 0.040879558 0.0122272684 0.008975692 0.0013177707
## 16 2.202662e-02 0.001947440 0.0110039686 0.004115277 0.0008671222
## 17 1.543718e-02 0.018541582 0.0096764839 0.012731327 0.0205016989
## 18 1.550490e-03 0.004901329 0.0343466502 0.011585849 0.0113383049
## 19 1.334873e-03 0.017586159 0.0174346615 0.037671790 0.0145545413
## 20 1.575423e-02 0.027899756 0.0186522351 0.005286181 0.0258272228
## 21 4.329316e-02 0.006908056 0.0119862419 0.007858785 0.0077718093
## PC51.5 PC52.5 PC53.5 PC54.5 PC55.5
## 1 0.0160570954 0.015072921 0.023059328 0.0100413393 0.0333529136
## 2 0.0074320911 0.015030708 0.007303563 0.0042939071 0.0346327047
## 3 0.0023876970 0.000584539 0.029418155 0.0102268671 0.0117759579
## 4 0.0079120422 0.010260133 0.022498966 0.0009282111 0.0083899575
## 5 0.0384915651 0.004252518 0.026489509 0.0154717497 0.0099702683
## 6 0.0392938182 0.033265264 0.001446061 0.0125827955 0.0109562284
## 7 0.0078240958 0.022273503 0.012351382 0.0002232964 0.0169745055
## 8 0.0141104814 0.007149243 0.035601082 0.0356283377 0.0108775144
## 9 0.0199213591 0.009049887 0.012093233 0.0117237385 0.0019360316
## 10 0.0143063583 0.004316882 0.017818638 0.0018797221 0.0209410722
## 11 0.0257723443 0.010937998 0.001083160 0.0153962332 0.0134792462
## 12 0.0118096775 0.048425270 0.034732321 0.0147438510 0.0001741339
## 13 0.0290759161 0.002930999 0.037960831 0.0320571934 0.0027015202
## 14 0.0174147560 0.003283311 0.016150887 0.0250851364 0.0044339644
## 15 0.0323087321 0.005803143 0.041461345 0.0118362828 0.0077361124
## 16 0.0095065472 0.001165739 0.021065175 0.0232125969 0.0260020882
## 17 0.0289123414 0.021633326 0.040331146 0.0005479920 0.0506128239
## 18 0.0108721330 0.003786968 0.011492379 0.0255463749 0.0322956348
## 19 0.0127903893 0.006595781 0.003618429 0.0276847937 0.0073353538
## 20 0.0348999035 0.015408438 0.024081638 0.0049659548 0.0207779032
## 21 0.0007122451 0.021253623 0.016209640 0.0001327207 0.0018413514
## PC56.5 PC57.5 PC58.5 PC59.5 PC60.5
## 1 0.007435946 0.0658387454 0.0031831509 0.0289052483 0.005174998
## 2 0.003893830 0.0060888693 0.0330127589 0.0146032574 0.003578772
## 3 0.033787708 0.0002138958 0.0055600502 0.0180751076 0.008215513
## 4 0.014990632 0.0172954496 0.0396379065 0.0240006900 0.019165914
## 5 0.017123975 0.0204208195 0.0365678794 0.0002426167 0.002771308
## 6 0.001195911 0.0203059421 0.0113508668 0.0170113237 0.017833043
## 7 0.030579640 0.0504030134 0.0228740493 0.0170088588 0.020068990
## 8 0.010673036 0.0015997096 0.0075136757 0.0155025141 0.052795819
## 9 0.003144158 0.0104315489 0.0053606678 0.0107233646 0.011286181
## 10 0.012542440 0.0097112722 0.0167199056 0.0091127237 0.006072856
## 11 0.005843759 0.0348968597 0.0081864685 0.0082769177 0.014950225
## 12 0.007470161 0.0183492738 0.0214583591 0.0062059528 0.004394680
## 13 0.008686385 0.0256685339 0.0128126667 0.0114304209 0.020121570
## 14 0.018716282 0.0087558228 0.0163066446 0.0161335561 0.041175341
## 15 0.011662381 0.0029292353 0.0013623026 0.0110865822 0.006877797
## 16 0.025639038 0.0159043148 0.0095231596 0.0232531093 0.015746772
## 17 0.012597320 0.0006417965 0.0052174617 0.0125557911 0.001549461
## 18 0.008709661 0.0147262760 0.0089823566 0.0114969983 0.008801581
## 19 0.017272107 0.0114711009 0.0333398061 0.0206921302 0.004722329
## 20 0.017428398 0.0092653191 0.0150806355 0.0045754059 0.005582064
## 21 0.019307970 0.0249291572 0.0001651332 0.0240504419 0.002402079
## PC61.5 PC62.5 PC63.5 PC64.5 PC65.5
## 1 0.0077999488 1.779020e-02 0.012204365 0.0050042082 1.044062e-02
## 2 0.0378627010 5.669022e-04 0.010293710 0.0257337042 8.161305e-03
## 3 0.0211962649 6.059957e-06 0.005537606 0.0197953117 1.557555e-02
## 4 0.0162601209 8.681366e-03 0.021279774 0.0207177417 1.980126e-03
## 5 0.0143880794 1.245792e-02 0.005536458 0.0176567713 1.037999e-02
## 6 0.0169844203 6.758373e-04 0.004312326 0.0045730150 2.207759e-02
## 7 0.0282726925 4.814962e-03 0.012401349 0.0093039685 9.480562e-05
## 8 0.0028280140 2.505668e-02 0.015687418 0.0149730563 1.018421e-02
## 9 0.0059417241 2.343193e-02 0.045107518 0.0060157216 2.874827e-02
## 10 0.0128142476 6.510743e-02 0.001195416 0.0034060351 8.064042e-03
## 11 0.0028287931 8.522109e-03 0.003799427 0.0367848004 1.738271e-02
## 12 0.0193397179 2.471996e-02 0.003478084 0.0309944333 9.459517e-03
## 13 0.0158693475 2.235705e-02 0.012143539 0.0416212060 2.302152e-02
## 14 0.0001218313 1.265646e-02 0.018837528 0.0258825479 6.652772e-03
## 15 0.0018256404 4.763906e-04 0.012246761 0.0049039762 5.585402e-03
## 16 0.0087711047 2.148573e-02 0.017334277 0.0081639542 7.822644e-03
## 17 0.0250534539 2.424925e-02 0.012734718 0.0003502170 1.565995e-02
## 18 0.0178971176 1.528504e-02 0.003318310 0.0093220298 8.236429e-03
## 19 0.0336465824 2.716196e-02 0.036119256 0.0077472770 3.626377e-02
## 20 0.0033816502 2.570915e-02 0.019184373 0.0097488212 2.494144e-02
## 21 0.0290625104 2.209401e-03 0.007052124 0.0007189327 2.026093e-02
## PC66.5 PC67.5 PC68.5
## 1 0.0139226770 0.006728917 0.0177623083
## 2 0.0091851252 0.007234322 0.0099774894
## 3 0.0128397942 0.021742169 0.0007237298
## 4 0.0094635860 0.009747061 0.0017762703
## 5 0.0001655415 0.001124378 0.0214321773
## 6 0.0084886016 0.006659960 0.0116888410
## 7 0.0129384990 0.012200936 0.0082811154
## 8 0.0234234742 0.007941836 0.0196420568
## 9 0.0134477936 0.027817251 0.0109481637
## 10 0.0071524370 0.009976382 0.0225654471
## 11 0.0034344512 0.008699730 0.0356690038
## 12 0.0081114899 0.018881662 0.0070064984
## 13 0.0159150690 0.002720838 0.0199583902
## 14 0.0066018392 0.013607617 0.0115046748
## 15 0.0196120451 0.011089313 0.0092625906
## 16 0.0331231514 0.012292413 0.0122383227
## 17 0.0175308086 0.018585460 0.0159891192
## 18 0.0105218341 0.012063465 0.0051062697
## 19 0.0071977393 0.029118713 0.0001917411
## 20 0.0329722513 0.009886671 0.0156976393
## 21 0.0025399664 0.004856063 0.0037756628
## programN.6 PC1.6 PC2.6
## 1 Dance.Education 0.0030618612 0.0027317126
## 2 Gifted.Education 0.0092887624 0.0044125040
## 3 Communication.Sciences.and.Disorders 0.0122222491 0.0216053193
## 4 Social.Studies 0.0179973774 0.0006640169
## 5 Music 0.0013313270 0.0094946304
## 6 Literacy 0.0152527089 0.0077282212
## 7 Education.Policy 0.0323267164 0.0087938697
## 8 Deaf.and.Hard.of.Hearing 0.0004832062 0.0302956435
## 9 Bilingual.Bicultural.Education 0.0276069141 0.0134069750
## 10 Anthropology 0.0072486176 0.0113925330
## 11 Art.Education 0.0155564979 0.0020483070
## 12 Linguistics 0.0049473310 0.0073295383
## 13 Learning.Analytics 0.0056459553 0.0027822662
## 14 School.Principals 0.0319213651 0.0053827453
## 15 Counseling.Psychology 0.0123253710 0.0297787506
## 16 Early.Childhood.Special.Education 0.0044082527 0.0255520678
## 17 Communication.Media.and.Learning.Technologies 0.0075316150 0.0011959938
## 18 Early.Childhood.Education 0.0163175487 0.0027364567
## 19 Measurement..Evaluation.and.Statistics 0.0064349114 0.0016544465
## 20 Diabetes.Education 0.0013461403 0.0290045611
## 21 Clinical.Psychology 0.0222027764 0.0371952492
## PC3.6 PC4.6 PC5.6 PC6.6 PC7.6
## 1 0.0235640740 0.013916617 0.029933153 0.0161084934 0.04741020
## 2 0.0187600132 0.017369485 0.023692494 0.0027821733 0.04568602
## 3 0.0114353776 0.021696895 0.011556281 0.0310619020 0.04510358
## 4 0.0110332751 0.005623037 0.017457209 0.0315435640 0.04244319
## 5 0.0221763981 0.004001520 0.033295249 0.0005785762 0.03981361
## 6 0.0030912051 0.034076638 0.019110208 0.0021212641 0.03757355
## 7 0.0080993748 0.011461032 0.001533022 0.0012701672 0.03699232
## 8 0.0003625311 0.033272279 0.008320232 0.0176110527 0.02948055
## 9 0.0068110215 0.028329843 0.005426524 0.0187132195 0.02840292
## 10 0.0050472881 0.024933330 0.014114775 0.0207416050 0.02595442
## 11 0.0089310749 0.002073455 0.022933112 0.0089905332 0.02441242
## 12 0.0065879987 0.054107187 0.020840874 0.0025245649 0.02340478
## 13 0.0488769671 0.006597359 0.001854961 0.0256304790 0.02330824
## 14 0.0059569597 0.001471718 0.007939695 0.0095744632 0.02311812
## 15 0.0088381747 0.012944995 0.028289532 0.0179568214 0.02294274
## 16 0.0223882055 0.031399622 0.016186983 0.0075348165 0.02121840
## 17 0.0359331333 0.004544931 0.013646469 0.0006050177 0.02091151
## 18 0.0021324511 0.026053939 0.013054109 0.0121212730 0.02079498
## 19 0.0432617565 0.009064714 0.005170621 0.0293884964 0.02060708
## 20 0.0050051172 0.002000111 0.003031366 0.0193392395 0.02048528
## 21 0.0031620282 0.001190155 0.004759591 0.0145551406 0.02046104
## PC8.6 PC9.6 PC10.6 PC11.6 PC12.6
## 1 0.0171934839 0.002415794 0.023461513 0.0154751033 0.013925381
## 2 0.0320883183 0.016162825 0.004063416 0.0056499626 0.033897016
## 3 0.0201804760 0.003670227 0.010080033 0.0273229533 0.003080459
## 4 0.0446486045 0.012576202 0.004190068 0.0082672240 0.004644419
## 5 0.0079498414 0.023227344 0.014447780 0.0244549155 0.021981160
## 6 0.0338118411 0.001075257 0.002139105 0.0107924112 0.003374029
## 7 0.0009551069 0.024343303 0.013223084 0.0040301126 0.002593966
## 8 0.0111934079 0.017047241 0.014815810 0.0154384187 0.017948213
## 9 0.0043779484 0.021853686 0.022701633 0.0266235598 0.005235833
## 10 0.0122898292 0.025212914 0.011360764 0.0001411341 0.011995749
## 11 0.0067335669 0.001048565 0.035493921 0.0342816576 0.024098872
## 12 0.0170624568 0.012953165 0.034366643 0.0109762958 0.003705706
## 13 0.0235058202 0.009432336 0.015326245 0.0198626538 0.011695803
## 14 0.0059212074 0.037217360 0.006937126 0.0034252138 0.011983355
## 15 0.0058531308 0.013784837 0.003363009 0.0148763008 0.013181806
## 16 0.0177969933 0.030278451 0.015328400 0.0106677707 0.010888186
## 17 0.0393046696 0.008235191 0.029565721 0.0242623261 0.029330227
## 18 0.0330284428 0.021549936 0.019640020 0.0071002159 0.001455092
## 19 0.0014070944 0.017986220 0.023870392 0.0130058611 0.025791954
## 20 0.0343656446 0.025550739 0.008382366 0.0020275950 0.001307258
## 21 0.0096703098 0.007534750 0.004432939 0.0003156260 0.021808217
## PC13.6 PC14.6 PC15.6 PC16.6 PC17.6
## 1 0.0227163619 0.0035267745 0.001295207 0.001816857 0.0375070479
## 2 0.0208054594 0.0158050107 0.009377644 0.004570248 0.0252271450
## 3 0.0063129079 0.0127541932 0.008631775 0.014593970 0.0006396479
## 4 0.0110741844 0.0294952669 0.015840507 0.002239219 0.0225297196
## 5 0.0185234630 0.0119186711 0.025923882 0.008021661 0.0151384369
## 6 0.0321135057 0.0104948236 0.019235691 0.024823046 0.0127277050
## 7 0.0087899478 0.0008786270 0.022567814 0.012958470 0.0102873586
## 8 0.0281445419 0.0051460533 0.025029745 0.025337306 0.0144666111
## 9 0.0100731292 0.0011944513 0.009495290 0.015421788 0.0042930855
## 10 0.0211476083 0.0032106535 0.035106531 0.046731327 0.0119738679
## 11 0.0317734411 0.0082763818 0.014734178 0.042387978 0.0099082432
## 12 0.0193361508 0.0029508998 0.010304834 0.014187673 0.0039142510
## 13 0.0341390013 0.0005865174 0.012734843 0.009187963 0.0061049139
## 14 0.0005246415 0.0084102952 0.022816764 0.007366102 0.0011797135
## 15 0.0017390673 0.0032680598 0.037758039 0.011238361 0.0103382843
## 16 0.0047609933 0.0203859263 0.010280524 0.007284086 0.0000681285
## 17 0.0035438972 0.0299153100 0.020680875 0.016643685 0.0140970148
## 18 0.0251107596 0.0031950390 0.026141851 0.032150140 0.0249982477
## 19 0.0303641121 0.0180542112 0.008045789 0.011166111 0.0075813830
## 20 0.0224833564 0.0001161929 0.024908277 0.011650159 0.0049883479
## 21 0.0003086636 0.0062008888 0.003828789 0.004582990 0.0406961358
## PC18.6 PC19.6 PC20.6 PC21.6 PC22.6
## 1 0.0167054934 0.0192914142 0.024974276 0.004099126 0.0258577548
## 2 0.0140183587 0.0131883277 0.001946306 0.010921504 0.0046198194
## 3 0.0006730579 0.0210853325 0.001082123 0.008128416 0.0117285829
## 4 0.0022759901 0.0171239647 0.005482647 0.005879548 0.0104511177
## 5 0.0101918827 0.0165709135 0.021952516 0.039512670 0.0198097724
## 6 0.0137633239 0.0129158211 0.003471058 0.007798001 0.0195599840
## 7 0.0140662409 0.0308284293 0.031274059 0.005238102 0.0173406772
## 8 0.0215054840 0.0129704117 0.009701404 0.002873330 0.0258902246
## 9 0.0015598852 0.0013412938 0.015515080 0.019720936 0.0186489576
## 10 0.0201153284 0.0025059395 0.007557299 0.033324079 0.0124656428
## 11 0.0104051803 0.0080581355 0.008551660 0.003243627 0.0199219101
## 12 0.0034113469 0.0181704762 0.015847075 0.005469355 0.0022308909
## 13 0.0107903838 0.0004799608 0.019093037 0.004271171 0.0018587447
## 14 0.0266198522 0.0079342186 0.012425224 0.027097453 0.0156037082
## 15 0.0120111436 0.0088662990 0.016796180 0.037031157 0.0250987048
## 16 0.0013513795 0.0031249736 0.057706894 0.004542651 0.0004601013
## 17 0.0008651406 0.0035685196 0.012691021 0.002908574 0.0036096859
## 18 0.0099390354 0.0010155083 0.028130418 0.017168316 0.0160529655
## 19 0.0310925126 0.0096051825 0.016777008 0.002808705 0.0062915205
## 20 0.0457028055 0.0125205399 0.005576673 0.001495298 0.0148627765
## 21 0.0046276920 0.0098596078 0.008355508 0.006551820 0.0112093208
## PC23.6 PC24.6 PC25.6 PC26.6 PC27.6
## 1 1.809562e-02 0.0068183260 0.0034363369 0.0168799970 0.007594187
## 2 7.484015e-03 0.0051305775 0.0377828691 0.0236583913 0.023583957
## 3 1.586092e-02 0.0105237618 0.0334632115 0.0082566721 0.014012758
## 4 1.572457e-02 0.0164435018 0.0101204159 0.0085011930 0.002377932
## 5 3.047582e-02 0.0093538918 0.0165904965 0.0051181020 0.006343802
## 6 3.647064e-02 0.0257586828 0.0184477356 0.0011233195 0.014363338
## 7 9.886956e-03 0.0082556316 0.0089415613 0.0020818815 0.012823729
## 8 3.105452e-05 0.0284392617 0.0051393806 0.0089707938 0.005579866
## 9 3.324447e-02 0.0041696083 0.0044132283 0.0333075391 0.009299084
## 10 1.888720e-02 0.0151327532 0.0009102206 0.0269961025 0.033258648
## 11 6.313250e-03 0.0152701300 0.0034042358 0.0313247193 0.003351852
## 12 2.246492e-03 0.0431221266 0.0069656442 0.0278208041 0.023849425
## 13 2.790802e-02 0.0142569460 0.0141646230 0.0119053616 0.000689891
## 14 4.628736e-03 0.0008539759 0.0121269114 0.0037319271 0.034263125
## 15 9.036125e-03 0.0207327968 0.0081208613 0.0096967822 0.008100478
## 16 1.072308e-02 0.0040069641 0.0076742108 0.0146240625 0.004040711
## 17 3.318920e-02 0.0045110901 0.0005069328 0.0003158871 0.016106481
## 18 2.659513e-02 0.0384892121 0.0118781100 0.0102737660 0.013511713
## 19 1.128688e-02 0.0152568543 0.0015038946 0.0068199875 0.011248786
## 20 2.520695e-02 0.0034863291 0.0067578970 0.0151142179 0.007009808
## 21 6.532386e-03 0.0153950713 0.0143380328 0.0134044875 0.016906016
## PC28.6 PC29.6 PC30.6 PC31.6 PC32.6
## 1 0.006509377 0.003071156 0.010824531 0.005945130 0.0146436133
## 2 0.012826728 0.006840855 0.003596600 0.008247822 0.0032412624
## 3 0.023664283 0.021435048 0.021454496 0.014363198 0.0095776196
## 4 0.001687841 0.010480072 0.002272414 0.014119625 0.0026422574
## 5 0.008623215 0.006823199 0.008979528 0.005485493 0.0129087503
## 6 0.006891063 0.014289001 0.008523742 0.020838625 0.0157810997
## 7 0.004373598 0.002958133 0.018099459 0.014539385 0.0248997503
## 8 0.012020944 0.019050512 0.027274032 0.016114617 0.0024506250
## 9 0.017779494 0.012593345 0.014068196 0.017370669 0.0035978570
## 10 0.013333962 0.030818818 0.004482350 0.037656445 0.0214811413
## 11 0.010895635 0.010482390 0.042617037 0.034447106 0.0249055008
## 12 0.004026181 0.001481527 0.009979675 0.015263706 0.0162663946
## 13 0.001272501 0.002602080 0.005136345 0.016745255 0.0203302489
## 14 0.007378458 0.011564138 0.016306145 0.004191767 0.0222702856
## 15 0.011410770 0.006135108 0.002490327 0.054161838 0.0167544069
## 16 0.011303206 0.011117160 0.002702473 0.031780227 0.0183877764
## 17 0.031053245 0.021717151 0.002443015 0.037442747 0.0005015064
## 18 0.011406506 0.022090320 0.031967155 0.004969600 0.0185987087
## 19 0.015458220 0.006204654 0.047204090 0.001692669 0.0084589638
## 20 0.040668379 0.011029199 0.033659846 0.012925584 0.0033227582
## 21 0.007997436 0.010743440 0.012143080 0.017783776 0.0043349495
## PC33.6 PC34.6 PC35.6 PC36.6 PC37.6
## 1 0.0189418102 0.0081385843 0.028795076 0.0045657375 0.0074141025
## 2 0.0084695108 0.0127960320 0.022746635 0.0339598834 0.0191036106
## 3 0.0141383440 0.0006488152 0.003352840 0.0106133888 0.0011770102
## 4 0.0049178259 0.0256350722 0.006849068 0.0062674117 0.0286619390
## 5 0.0037075278 0.0332421854 0.001567064 0.0282139147 0.0256849278
## 6 0.0139882628 0.0016611417 0.008963521 0.0063303252 0.0146810979
## 7 0.0091030532 0.0030270978 0.014922312 0.0234782867 0.0074091063
## 8 0.0078392791 0.0036125245 0.009234157 0.0097978922 0.0009912673
## 9 0.0144664079 0.0040790932 0.011186146 0.0105766200 0.0191619692
## 10 0.0179679657 0.0086510429 0.014940891 0.0251928075 0.0049948889
## 11 0.0074911357 0.0108015540 0.002504887 0.0248665099 0.0079641889
## 12 0.0256329947 0.0074182728 0.014077230 0.0067088770 0.0014423404
## 13 0.0157160560 0.0116936591 0.044861974 0.0009660533 0.0022041376
## 14 0.0105086022 0.0443420097 0.004610165 0.0339489855 0.0079633574
## 15 0.0067040547 0.0099485392 0.026016046 0.0019132916 0.0009117208
## 16 0.0226502384 0.0037229312 0.009492371 0.0157418244 0.0233624779
## 17 0.0002309027 0.0030895186 0.037392264 0.0153658244 0.0010882873
## 18 0.0037854684 0.0076944941 0.012775790 0.0059912201 0.0066625584
## 19 0.0170221307 0.0009184801 0.037991130 0.0038771189 0.0379208537
## 20 0.0130393617 0.0240064361 0.037349451 0.0023045681 0.0213914434
## 21 0.0704368575 0.0222208884 0.030243607 0.0059974433 0.0042520889
## PC38.6 PC39.6 PC40.6 PC41.6 PC42.6
## 1 0.002471392 0.0152522862 0.0167832010 3.079813e-03 0.0309669190
## 2 0.021678306 0.0317763927 0.0222364850 2.779095e-02 0.0206563328
## 3 0.021121889 0.0116742314 0.0462970274 6.054332e-03 0.0210037045
## 4 0.027859224 0.0138971240 0.0069091906 5.362196e-02 0.0090349442
## 5 0.015024316 0.0115403387 0.0188130868 8.162331e-05 0.0034265889
## 6 0.020140639 0.0107595988 0.0167439532 2.193217e-02 0.0092349479
## 7 0.011824113 0.0571833824 0.0098601246 1.419881e-02 0.0111293600
## 8 0.005899784 0.0095354676 0.0247832667 7.506388e-03 0.0064055674
## 9 0.006130624 0.0111340485 0.0101693473 3.134918e-02 0.0194639827
## 10 0.009268270 0.0079574468 0.0143241719 1.496587e-02 0.0049764289
## 11 0.015840697 0.0054013909 0.0478201822 2.879770e-02 0.0263559006
## 12 0.012314012 0.0237440060 0.0218981520 5.180017e-05 0.0063401439
## 13 0.010954433 0.0048911315 0.0343827958 1.542802e-02 0.0007578696
## 14 0.061328798 0.0192273687 0.0010457349 3.749740e-02 0.0103253088
## 15 0.018358323 0.0011205325 0.0176395119 5.428476e-03 0.0124569393
## 16 0.011820366 0.0023819566 0.0041685253 2.063920e-02 0.0170856485
## 17 0.002571623 0.0017424902 0.0008616916 2.542620e-02 0.0170409778
## 18 0.011242512 0.0240057629 0.0267822260 2.199111e-02 0.0269201528
## 19 0.010920916 0.0168818969 0.0079551524 9.891196e-03 0.0200660088
## 20 0.002080026 0.0398844841 0.0051088455 1.952895e-02 0.0372960202
## 21 0.003650099 0.0008797659 0.0166138263 1.351956e-02 0.0218274232
## PC43.6 PC44.6 PC45.6 PC46.6 PC47.6
## 1 0.015924592 0.0163349267 0.041307348 0.010126927 0.016430223
## 2 0.020324925 0.0002421774 0.010535776 0.025985308 0.011029594
## 3 0.024645444 0.0391257924 0.017920101 0.014918303 0.003944670
## 4 0.015147490 0.0271171771 0.017325175 0.001834548 0.022946270
## 5 0.009059190 0.0039600349 0.010282711 0.022720178 0.014934089
## 6 0.016538650 0.0209427478 0.028804647 0.024974387 0.009558361
## 7 0.020189483 0.0050311870 0.029831665 0.016048174 0.063725161
## 8 0.014848294 0.0038236898 0.025571019 0.015438946 0.011517002
## 9 0.041690854 0.0249021196 0.014780146 0.015754227 0.027899756
## 10 0.002635585 0.0100842442 0.001846531 0.022026616 0.001947440
## 11 0.005219606 0.0101290310 0.027060375 0.023231779 0.020923656
## 12 0.007193893 0.0319733797 0.001280308 0.003594276 0.015753084
## 13 0.031790385 0.0127900286 0.018912153 0.024326783 0.005700495
## 14 0.001054353 0.0127241139 0.010492302 0.023839808 0.009653701
## 15 0.001661266 0.0185446976 0.010357523 0.032467065 0.003999521
## 16 0.021299853 0.0084559490 0.029359882 0.004285109 0.023506654
## 17 0.014841274 0.0101314409 0.008893756 0.020714443 0.005529082
## 18 0.019150156 0.0031657556 0.025752231 0.007428793 0.004845564
## 19 0.013458194 0.0186957270 0.006630258 0.010518328 0.010275324
## 20 0.002483246 0.0222760224 0.016185542 0.001550490 0.004901329
## 21 0.005071890 0.0083764360 0.004084068 0.007130567 0.023543525
## PC48.6 PC49.6 PC50.6 PC51.6 PC52.6
## 1 0.019272333 0.014679402 0.0014358939 2.842639e-02 0.029473732
## 2 0.021590478 0.021740957 0.0212509860 1.154773e-02 0.018993334
## 3 0.020050985 0.007372473 0.0208309307 3.849157e-02 0.004252518
## 4 0.014427919 0.019484799 0.0339813028 7.912042e-03 0.010260133
## 5 0.002508383 0.027603506 0.0123742531 4.994319e-03 0.021026577
## 6 0.025537155 0.018831624 0.0230699522 1.635496e-02 0.003342822
## 7 0.001774937 0.034874201 0.0254895324 8.010124e-03 0.004199199
## 8 0.032371213 0.030152235 0.0065554849 1.617872e-02 0.019927127
## 9 0.018652235 0.005286181 0.0258272228 3.489990e-02 0.015408438
## 10 0.011003969 0.004115277 0.0008671222 9.506547e-03 0.001165739
## 11 0.016321533 0.011960728 0.0203909090 3.602512e-04 0.007965090
## 12 0.008018621 0.001047132 0.0054458274 5.053185e-05 0.010399101
## 13 0.002119443 0.007807132 0.0257200185 1.180968e-02 0.048425270
## 14 0.015791203 0.035916739 0.0198680931 1.054264e-03 0.003602526
## 15 0.006027365 0.001924934 0.0188253504 8.181411e-03 0.013774740
## 16 0.022509523 0.016686431 0.0247123911 1.744511e-02 0.037332067
## 17 0.032380201 0.016529460 0.0277537598 3.225533e-03 0.009809450
## 18 0.053465401 0.007169404 0.0029971363 1.334421e-02 0.004402327
## 19 0.008846563 0.020997691 0.0158671679 7.824096e-03 0.022273503
## 20 0.034346650 0.011585849 0.0113383049 1.087213e-02 0.003786968
## 21 0.013181214 0.004030878 0.0189340516 3.005869e-02 0.026442880
## PC53.6 PC54.6 PC55.6 PC56.6 PC57.6
## 1 0.0247756465 0.0504591551 0.0296859948 0.0003145702 0.0063706863
## 2 0.0068510418 0.0090353732 0.0107914432 0.0206791847 0.0010814374
## 3 0.0264895088 0.0154717497 0.0099702683 0.0171239753 0.0204208195
## 4 0.0224989660 0.0009282111 0.0083899575 0.0149906316 0.0172954496
## 5 0.0218063432 0.0229360323 0.0016926755 0.0483129522 0.0101841356
## 6 0.0049581117 0.0329088967 0.0127457601 0.0212585522 0.0048808402
## 7 0.0078010804 0.0011994526 0.0037855934 0.0007189096 0.0035200914
## 8 0.0249062437 0.0505674779 0.0137039903 0.0069350531 0.0241513644
## 9 0.0240816375 0.0049659548 0.0207779032 0.0174283978 0.0092653191
## 10 0.0210651750 0.0232125969 0.0260020882 0.0256390383 0.0159043148
## 11 0.0003402151 0.0076261223 0.0089668291 0.0140110813 0.0027969516
## 12 0.0050398196 0.0156212113 0.0375884773 0.0067186803 0.0241736063
## 13 0.0347323205 0.0147438510 0.0001741339 0.0074701610 0.0183492738
## 14 0.0067532476 0.0206846249 0.0229972681 0.0081600580 0.0154399341
## 15 0.0245576490 0.0017917463 0.0210675244 0.0049683435 0.0001933771
## 16 0.0019002684 0.0261463582 0.0097246318 0.0421240490 0.0005518043
## 17 0.0069686322 0.0010971014 0.0170561667 0.0204379417 0.0222050920
## 18 0.0095169916 0.0066988085 0.0067861623 0.0061490947 0.0278880309
## 19 0.0123513819 0.0002232964 0.0169745055 0.0305796396 0.0504030134
## 20 0.0114923788 0.0255463749 0.0322956348 0.0087096612 0.0147262760
## 21 0.0052762001 0.0181709192 0.0093481064 0.0129663081 0.0251931664
## PC58.6 PC59.6 PC60.6 PC61.6 PC62.6
## 1 0.008470777 0.0092398274 0.0163669890 0.006788166 0.0183052132
## 2 0.004438560 0.0053523100 0.0112577741 0.010321521 0.0237657946
## 3 0.036567879 0.0002426167 0.0027713080 0.014388079 0.0124579160
## 4 0.039637907 0.0240006900 0.0191659143 0.016260121 0.0086813661
## 5 0.007813692 0.0021907568 0.0009684508 0.029856896 0.0059643847
## 6 0.032028368 0.0203038577 0.0109428327 0.008456194 0.0109221520
## 7 0.017847504 0.0058907620 0.0146342808 0.015481927 0.0216520926
## 8 0.002395745 0.0163338902 0.0181725314 0.003175944 0.0053904598
## 9 0.015080636 0.0045754059 0.0055820639 0.003381650 0.0257091467
## 10 0.009523160 0.0232531093 0.0157467721 0.008771105 0.0214857345
## 11 0.011794705 0.0035312382 0.0054182727 0.001842955 0.0128890391
## 12 0.003032357 0.0530815041 0.0033919948 0.018109541 0.0003451716
## 13 0.021458359 0.0062059528 0.0043946798 0.019339718 0.0247199554
## 14 0.025723815 0.0032378700 0.0172457701 0.005899460 0.0034621306
## 15 0.004691355 0.0446585875 0.0151329808 0.011348932 0.0001915041
## 16 0.004332400 0.0184290887 0.0332279822 0.013542498 0.0150148673
## 17 0.005756821 0.0173497481 0.0146415426 0.030349411 0.0002165496
## 18 0.013130047 0.0119149345 0.0284977274 0.006698215 0.0049344800
## 19 0.022874049 0.0170088588 0.0200689902 0.028272692 0.0048149618
## 20 0.008982357 0.0114969983 0.0088015811 0.017897118 0.0152850436
## 21 0.040948721 0.0057102701 0.0243726948 0.004231560 0.0142867096
## PC63.6 PC64.6 PC65.6 PC66.6 PC67.6
## 1 0.002879448 0.0008058106 5.078441e-04 0.0055624860 7.965321e-05
## 2 0.039822685 0.0022061130 1.037748e-02 0.0074317565 1.602098e-02
## 3 0.005536458 0.0176567713 1.037999e-02 0.0001655415 1.124378e-03
## 4 0.021279774 0.0207177417 1.980126e-03 0.0094635860 9.747061e-03
## 5 0.013778415 0.0349634475 1.900396e-02 0.0039496864 4.902395e-03
## 6 0.023620548 0.0370467756 3.178783e-03 0.0098987956 1.940249e-02
## 7 0.003868852 0.0144468467 4.608666e-03 0.0041896661 3.767999e-03
## 8 0.020334733 0.0222059945 3.574754e-02 0.0203458962 8.762385e-03
## 9 0.019184373 0.0097488212 2.494144e-02 0.0329722513 9.886671e-03
## 10 0.017334277 0.0081639542 7.822644e-03 0.0331231514 1.229241e-02
## 11 0.025757440 0.0165285383 8.305204e-03 0.0138161559 3.404221e-03
## 12 0.026490567 0.0401983871 2.667462e-02 0.0195080732 3.354950e-03
## 13 0.003478084 0.0309944333 9.459517e-03 0.0081114899 1.888166e-02
## 14 0.002854494 0.0119159451 2.351855e-03 0.0136040025 8.621536e-03
## 15 0.031977539 0.0016717793 2.146180e-02 0.0021790031 2.211844e-02
## 16 0.026840548 0.0072716741 8.621503e-03 0.0014658024 7.717288e-04
## 17 0.001920552 0.0357412557 2.299145e-03 0.0004914900 3.812854e-02
## 18 0.001779919 0.0078872235 2.852583e-03 0.0032705573 5.397105e-03
## 19 0.012401349 0.0093039685 9.480562e-05 0.0129384990 1.220094e-02
## 20 0.003318310 0.0093220298 8.236429e-03 0.0105218341 1.206346e-02
## 21 0.011847992 0.0233301969 3.212743e-02 0.0061115586 4.043560e-03
## PC68.6 programN.7 PC1.7
## 1 0.0113511622 International.and.Comparative.Education 2.113102e-02
## 2 0.0199395695 Social.Studies 1.799738e-02
## 3 0.0214321773 Communication.Media.and.Learning.Technologies 7.531615e-03
## 4 0.0017762703 Urban.Education 2.815564e-02
## 5 0.0015280487 Diabetes.Education 1.346140e-03
## 6 0.0093175439 Literacy 1.525271e-02
## 7 0.0248015410 Early.Childhood.Education 1.631755e-02
## 8 0.0126924120 Gifted.Education 9.288762e-03
## 9 0.0156976393 Creative.Technologies 6.303883e-03
## 10 0.0122383227 Motor.Learning.and.Control 1.036101e-02
## 11 0.0023676781 Developmental.Psychology 1.346231e-02
## 12 0.0006156937 Social.Organizational.Psychology 3.184102e-02
## 13 0.0070064984 Learning.Analytics 5.645955e-03
## 14 0.0140855684 Reading 2.044067e-02
## 15 0.0416938066 Mathematics 4.774164e-03
## 16 0.0055024242 Behavior.Analysis 1.179216e-02
## 17 0.0013843133 Politics 3.108922e-02
## 18 0.0281049725 Communication.Sciences.and.Disorders 1.222225e-02
## 19 0.0082811154 Physical.Education 5.059954e-05
## 20 0.0051062697 Early.Childhood.Special.Education 4.408253e-03
## 21 0.0253828798 Dance.Education 3.061861e-03
## PC2.7 PC3.7 PC4.7 PC5.7 PC6.7
## 1 0.0213176743 0.0015737879 0.002640540 1.532440e-02 0.0156102970
## 2 0.0006640169 0.0110332751 0.005623037 1.745721e-02 0.0315435640
## 3 0.0011959938 0.0359331333 0.004544931 1.364647e-02 0.0006050177
## 4 0.0049106714 0.0076600332 0.011970240 2.931031e-02 0.0076374091
## 5 0.0290045611 0.0050051172 0.002000111 3.031366e-03 0.0193392395
## 6 0.0077282212 0.0030912051 0.034076638 1.911021e-02 0.0021212641
## 7 0.0027364567 0.0021324511 0.026053939 1.305411e-02 0.0121212730
## 8 0.0044125040 0.0187600132 0.017369485 2.369249e-02 0.0027821733
## 9 0.0090436933 0.0385378293 0.017902383 4.379405e-03 0.0164805896
## 10 0.0077604675 0.0277887185 0.012990798 1.732676e-02 0.0177154862
## 11 0.0228125015 0.0003474403 0.000157270 1.074489e-02 0.0006575599
## 12 0.0084415043 0.0116379852 0.001791635 9.742845e-03 0.0136477547
## 13 0.0027822662 0.0488769671 0.006597359 1.854961e-03 0.0256304790
## 14 0.0011834864 0.0079798028 0.015076671 2.844347e-02 0.0131204338
## 15 0.0018231510 0.0463887703 0.008716536 1.878698e-02 0.0074538327
## 16 0.0294421418 0.0172199379 0.009145169 3.089912e-03 0.0114224457
## 17 0.0169249482 0.0029590339 0.023970624 7.268134e-03 0.0004427211
## 18 0.0216053193 0.0114353776 0.021696895 1.155628e-02 0.0310619020
## 19 0.0298656835 0.0172981154 0.006940586 5.902268e-05 0.0010439017
## 20 0.0255520678 0.0223882055 0.031399622 1.618698e-02 0.0075348165
## 21 0.0027317126 0.0235640740 0.013916617 2.993315e-02 0.0161084934
## PC7.7 PC8.7 PC9.7 PC10.7 PC11.7
## 1 0.0005809751 0.04957592 0.009503601 0.001553652 0.040582918
## 2 0.0424431855 0.04464860 0.012576202 0.004190068 0.008267224
## 3 0.0209115105 0.03930467 0.008235191 0.029565721 0.024262326
## 4 0.0094355140 0.03688820 0.020057965 0.006844420 0.018070095
## 5 0.0204852817 0.03436564 0.025550739 0.008382366 0.002027595
## 6 0.0375735497 0.03381184 0.001075257 0.002139105 0.010792411
## 7 0.0207949782 0.03302844 0.021549936 0.019640020 0.007100216
## 8 0.0456860180 0.03208832 0.016162825 0.004063416 0.005649963
## 9 0.0152499965 0.02948344 0.010511664 0.010111860 0.015184988
## 10 0.0009343611 0.02879830 0.003362259 0.004805679 0.025400037
## 11 0.0014403425 0.02501155 0.031895777 0.035366292 0.019135039
## 12 0.0032897977 0.02431863 0.021943755 0.013233637 0.033316284
## 13 0.0233082384 0.02350582 0.009432336 0.015326245 0.019862654
## 14 0.0029247239 0.02327535 0.004192322 0.013178618 0.015192894
## 15 0.0116994760 0.02278749 0.005242621 0.026662334 0.007351706
## 16 0.0020994943 0.02186689 0.019010098 0.007569447 0.006861169
## 17 0.0068301255 0.02075811 0.009224028 0.022459779 0.007698439
## 18 0.0451035789 0.02018048 0.003670227 0.010080033 0.027322953
## 19 0.0109126564 0.01816217 0.021004884 0.013219025 0.002763763
## 20 0.0212184000 0.01779699 0.030278451 0.015328400 0.010667771
## 21 0.0474102038 0.01719348 0.002415794 0.023461513 0.015475103
## PC12.7 PC13.7 PC14.7 PC15.7 PC16.7
## 1 0.0073781544 0.004482686 1.144092e-02 0.012250836 0.002374252
## 2 0.0046444189 0.011074184 2.949527e-02 0.015840507 0.002239219
## 3 0.0293302265 0.003543897 2.991531e-02 0.020680875 0.016643685
## 4 0.0054814266 0.001018824 2.241245e-02 0.005022715 0.005434683
## 5 0.0013072578 0.022483356 1.161929e-04 0.024908277 0.011650159
## 6 0.0033740289 0.032113506 1.049482e-02 0.019235691 0.024823046
## 7 0.0014550918 0.025110760 3.195039e-03 0.026141851 0.032150140
## 8 0.0338970155 0.020805459 1.580501e-02 0.009377644 0.004570248
## 9 0.0040833160 0.017534524 8.110235e-05 0.011179291 0.025003269
## 10 0.0488947193 0.001943297 7.958437e-03 0.016469461 0.003954822
## 11 0.0175961919 0.024189758 2.288102e-04 0.008821347 0.027479349
## 12 0.0272401083 0.018352173 1.520881e-02 0.015892774 0.018681853
## 13 0.0116958026 0.034139001 5.865174e-04 0.012734843 0.009187963
## 14 0.0324319381 0.029280297 1.919035e-03 0.010704368 0.006045508
## 15 0.0002360754 0.012818297 3.974568e-02 0.024119780 0.020222250
## 16 0.0031847347 0.023743385 4.281211e-02 0.007447514 0.008750594
## 17 0.0046918736 0.004123304 1.410260e-02 0.010046617 0.020743826
## 18 0.0030804587 0.006312908 1.275419e-02 0.008631775 0.014593970
## 19 0.0182589908 0.012070744 1.022977e-02 0.007343846 0.033150723
## 20 0.0108881859 0.004760993 2.038593e-02 0.010280524 0.007284086
## 21 0.0139253809 0.022716362 3.526774e-03 0.001295207 0.001816857
## PC17.7 PC18.7 PC19.7 PC20.7 PC21.7
## 1 0.0060490029 0.0101520869 0.0226152703 0.016462858 0.0197272744
## 2 0.0225297196 0.0022759901 0.0171239647 0.005482647 0.0058795476
## 3 0.0140970148 0.0008651406 0.0035685196 0.012691021 0.0029085738
## 4 0.0191702590 0.0109936899 0.0172040045 0.006300514 0.0101020121
## 5 0.0049883479 0.0457028055 0.0125205399 0.005576673 0.0014952977
## 6 0.0127277050 0.0137633239 0.0129158211 0.003471058 0.0077980011
## 7 0.0249982477 0.0099390354 0.0010155083 0.028130418 0.0171683156
## 8 0.0252271450 0.0140183587 0.0131883277 0.001946306 0.0109215036
## 9 0.0157504987 0.0078265585 0.0276004636 0.025465545 0.0238319011
## 10 0.0086730310 0.0014022432 0.0161430408 0.004918364 0.0135797185
## 11 0.0460781910 0.0166098046 0.0027765216 0.004382109 0.0346375529
## 12 0.0015579368 0.0133839943 0.0121853733 0.002579359 0.0008305934
## 13 0.0061049139 0.0107903838 0.0004799608 0.019093037 0.0042711709
## 14 0.0360861494 0.0194168319 0.0395664288 0.034915387 0.0136972845
## 15 0.0046754910 0.0001654039 0.0017070405 0.037763175 0.0047122443
## 16 0.0240979897 0.0096858683 0.0487015961 0.013158863 0.0161358669
## 17 0.0165994936 0.0008684669 0.0120288599 0.009796412 0.0137070601
## 18 0.0006396479 0.0006730579 0.0210853325 0.001082123 0.0081284155
## 19 0.0362778080 0.0156848230 0.0147287412 0.036556839 0.0342972096
## 20 0.0000681285 0.0013513795 0.0031249736 0.057706894 0.0045426515
## 21 0.0375070479 0.0167054934 0.0192914142 0.024974276 0.0040991257
## PC22.7 PC23.7 PC24.7 PC25.7 PC26.7
## 1 0.0167011457 0.0097039926 0.0031659007 0.0281783295 0.0154548903
## 2 0.0104511177 0.0157245660 0.0164435018 0.0101204159 0.0085011930
## 3 0.0036096859 0.0331891998 0.0045110901 0.0005069328 0.0003158871
## 4 0.0014797827 0.0219094957 0.0221844936 0.0126750065 0.0161639084
## 5 0.0148627765 0.0252069458 0.0034863291 0.0067578970 0.0151142179
## 6 0.0195599840 0.0364706437 0.0257586828 0.0184477356 0.0011233195
## 7 0.0160529655 0.0265951318 0.0384892121 0.0118781100 0.0102737660
## 8 0.0046198194 0.0074840154 0.0051305775 0.0377828691 0.0236583913
## 9 0.0115289516 0.0006137766 0.0009855782 0.0530934386 0.0100751146
## 10 0.0380763440 0.0226396714 0.0076574352 0.0406986876 0.0124316709
## 11 0.0218430388 0.0030625463 0.0003178231 0.0118226880 0.0113333903
## 12 0.0269720332 0.0159834312 0.0205031336 0.0015980783 0.0276564918
## 13 0.0018587447 0.0279080183 0.0142569460 0.0141646230 0.0119053616
## 14 0.0012552236 0.0014978695 0.0160532210 0.0173883937 0.0191363660
## 15 0.0268411053 0.0098161939 0.0059739319 0.0186116710 0.0258224249
## 16 0.0114544619 0.0052346942 0.0102293172 0.0128940564 0.0244401154
## 17 0.0370342785 0.0332291872 0.0092151373 0.0293152820 0.0022055966
## 18 0.0117285829 0.0158609226 0.0105237618 0.0334632115 0.0082566721
## 19 0.0079446947 0.0056264142 0.0097381422 0.0145093442 0.0240809358
## 20 0.0004601013 0.0107230761 0.0040069641 0.0076742108 0.0146240625
## 21 0.0258577548 0.0180956248 0.0068183260 0.0034363369 0.0168799970
## PC27.7 PC28.7 PC29.7 PC30.7 PC31.7
## 1 0.004233637 0.0166195309 0.0044553004 0.001266608 0.031534574
## 2 0.002377932 0.0016878406 0.0104800725 0.002272414 0.014119625
## 3 0.016106481 0.0310532446 0.0217171510 0.002443015 0.037442747
## 4 0.013996912 0.0436808791 0.0232522969 0.019666219 0.010154236
## 5 0.007009808 0.0406683788 0.0110291989 0.033659846 0.012925584
## 6 0.014363338 0.0068910628 0.0142890013 0.008523742 0.020838625
## 7 0.013511713 0.0114065064 0.0220903197 0.031967155 0.004969600
## 8 0.023583957 0.0128267284 0.0068408549 0.003596600 0.008247822
## 9 0.027294153 0.0334229386 0.0053218395 0.019245694 0.020241797
## 10 0.011483059 0.0364823634 0.0107440518 0.005963509 0.002653920
## 11 0.012162201 0.0108023605 0.0235170135 0.002080816 0.003181255
## 12 0.015701324 0.0147401607 0.0144482302 0.005287862 0.019011726
## 13 0.000689891 0.0012725009 0.0026020799 0.005136345 0.016745255
## 14 0.026784552 0.0138769636 0.0004192801 0.018859996 0.018102852
## 15 0.004136018 0.0003579466 0.0324026923 0.001930179 0.010390315
## 16 0.010963900 0.0025146364 0.0107530676 0.008874186 0.006938124
## 17 0.016776723 0.0037381892 0.0185988883 0.001219636 0.027985270
## 18 0.014012758 0.0236642831 0.0214350484 0.021454496 0.014363198
## 19 0.028588230 0.0017089844 0.0387143272 0.002522182 0.027401376
## 20 0.004040711 0.0113032062 0.0111171602 0.002702473 0.031780227
## 21 0.007594187 0.0065093773 0.0030711560 0.010824531 0.005945130
## PC32.7 PC33.7 PC34.7 PC35.7 PC36.7
## 1 0.0149182965 0.0186299837 0.0186326257 0.010350318 0.0350654458
## 2 0.0026422574 0.0049178259 0.0256350722 0.006849068 0.0062674117
## 3 0.0005015064 0.0002309027 0.0030895186 0.037392264 0.0153658244
## 4 0.0222802022 0.0022393692 0.0123471766 0.006373069 0.0109471119
## 5 0.0033227582 0.0130393617 0.0240064361 0.037349451 0.0023045681
## 6 0.0157810997 0.0139882628 0.0016611417 0.008963521 0.0063303252
## 7 0.0185987087 0.0037854684 0.0076944941 0.012775790 0.0059912201
## 8 0.0032412624 0.0084695108 0.0127960320 0.022746635 0.0339598834
## 9 0.0150279708 0.0112140731 0.0027082578 0.023695345 0.0131949955
## 10 0.0416127144 0.0155586613 0.0038387414 0.013510519 0.0071777203
## 11 0.0078498621 0.0196472971 0.0173828316 0.014696340 0.0296247802
## 12 0.0196204973 0.0170805627 0.0258637546 0.014100095 0.0142767216
## 13 0.0203302489 0.0157160560 0.0116936591 0.044861974 0.0009660533
## 14 0.0031879592 0.0134600899 0.0232013411 0.020187266 0.0105016730
## 15 0.0189195769 0.0089904297 0.0087402349 0.010714334 0.0025025539
## 16 0.0192701540 0.0143512800 0.0030622628 0.013422757 0.0254631000
## 17 0.0420744340 0.0028707683 0.0104003786 0.013347305 0.0173872873
## 18 0.0095776196 0.0141383440 0.0006488152 0.003352840 0.0106133888
## 19 0.0120772967 0.0361447601 0.0127511831 0.032732045 0.0259345815
## 20 0.0183877764 0.0226502384 0.0037229312 0.009492371 0.0157418244
## 21 0.0146436133 0.0189418102 0.0081385843 0.028795076 0.0045657375
## PC37.7 PC38.7 PC39.7 PC40.7 PC41.7
## 1 3.009637e-02 0.019489996 0.0075449269 7.898263e-05 0.0086082102
## 2 2.866194e-02 0.027859224 0.0138971240 6.909191e-03 0.0536219575
## 3 1.088287e-03 0.002571623 0.0017424902 8.616916e-04 0.0254261950
## 4 3.701755e-02 0.030976287 0.0057903217 8.036488e-03 0.0249514920
## 5 2.139144e-02 0.002080026 0.0398844841 5.108845e-03 0.0195289500
## 6 1.468110e-02 0.020140639 0.0107595988 1.674395e-02 0.0219321683
## 7 6.662558e-03 0.011242512 0.0240057629 2.678223e-02 0.0219911094
## 8 1.910361e-02 0.021678306 0.0317763927 2.223649e-02 0.0277909454
## 9 1.271049e-02 0.025403862 0.0276109560 1.491221e-02 0.0065517306
## 10 7.956551e-03 0.006085835 0.0151419351 2.442443e-02 0.0188429247
## 11 2.066260e-02 0.014887879 0.0201818028 1.957879e-02 0.0080433369
## 12 7.266692e-03 0.014308223 0.0030882929 5.811366e-04 0.0147261633
## 13 2.204138e-03 0.010954433 0.0048911315 3.438280e-02 0.0154280191
## 14 3.822905e-03 0.006886882 0.0139807889 3.124790e-02 0.0192450057
## 15 4.266231e-03 0.023206111 0.0006482205 1.167860e-02 0.0273605554
## 16 2.075243e-02 0.041365502 0.0298933449 9.579026e-04 0.0152452630
## 17 1.571913e-03 0.014884835 0.0282106408 2.548831e-02 0.0080595398
## 18 1.177010e-03 0.021121889 0.0116742314 4.629703e-02 0.0060543317
## 19 3.147825e-05 0.007395560 0.0015385472 2.423194e-02 0.0003123014
## 20 2.336248e-02 0.011820366 0.0023819566 4.168525e-03 0.0206391967
## 21 7.414103e-03 0.002471392 0.0152522862 1.678320e-02 0.0030798125
## PC42.7 PC43.7 PC44.7 PC45.7 PC46.7
## 1 0.0048972628 0.031992737 0.0004702910 0.0164892062 0.011233530
## 2 0.0090349442 0.015147490 0.0271171771 0.0173251752 0.001834548
## 3 0.0170409778 0.014841274 0.0101314409 0.0088937564 0.020714443
## 4 0.0126875766 0.012327293 0.0153328844 0.0030843189 0.003872223
## 5 0.0372960202 0.002483246 0.0222760224 0.0161855421 0.001550490
## 6 0.0092349479 0.016538650 0.0209427478 0.0288046473 0.024974387
## 7 0.0269201528 0.019150156 0.0031657556 0.0257522306 0.007428793
## 8 0.0206563328 0.020324925 0.0002421774 0.0105357764 0.025985308
## 9 0.0280165217 0.009297284 0.0235046652 0.0201379579 0.022286234
## 10 0.0151085810 0.018589551 0.0271785172 0.0044240828 0.021497245
## 11 0.0001581613 0.000414364 0.0093585961 0.0488101676 0.015695294
## 12 0.0044521728 0.022892589 0.0261319584 0.0231497086 0.021352170
## 13 0.0007578696 0.031790385 0.0127900286 0.0189121535 0.024326783
## 14 0.0069496249 0.037512499 0.0054688382 0.0025738545 0.004765132
## 15 0.0068112101 0.000795879 0.0004903914 0.0004736047 0.001786810
## 16 0.0356688909 0.005650095 0.0381013780 0.0192782502 0.036561553
## 17 0.0203633106 0.006375211 0.0012015240 0.0122161815 0.015229575
## 18 0.0210037045 0.024645444 0.0391257924 0.0179201005 0.014918303
## 19 0.0046483661 0.013441862 0.0123416608 0.0354220058 0.002421951
## 20 0.0170856485 0.021299853 0.0084559490 0.0293598815 0.004285109
## 21 0.0309669190 0.015924592 0.0163349267 0.0413073477 0.010126927
## PC47.7 PC48.7 PC49.7 PC50.7 PC51.7
## 1 1.565943e-02 0.007727190 0.017799228 0.0147265770 0.008028780
## 2 2.294627e-02 0.014427919 0.019484799 0.0339813028 0.007912042
## 3 5.529082e-03 0.032380201 0.016529460 0.0277537598 0.003225533
## 4 8.837437e-03 0.044130689 0.015009847 0.0014120372 0.022722246
## 5 4.901329e-03 0.034346650 0.011585849 0.0113383049 0.010872133
## 6 9.558361e-03 0.025537155 0.018831624 0.0230699522 0.016354963
## 7 4.845564e-03 0.053465401 0.007169404 0.0029971363 0.013344212
## 8 1.102959e-02 0.021590478 0.021740957 0.0212509860 0.011547734
## 9 8.961923e-03 0.010819072 0.023067268 0.0025410549 0.006826216
## 10 2.104934e-02 0.039056331 0.007531165 0.0236754328 0.015432641
## 11 1.669381e-02 0.023389065 0.030826123 0.0102615547 0.023934012
## 12 4.494576e-04 0.012716111 0.019931017 0.0288598698 0.011708585
## 13 5.700495e-03 0.002119443 0.007807132 0.0257200185 0.011809677
## 14 4.688775e-04 0.006352392 0.005535342 0.0028123314 0.009197704
## 15 2.121883e-02 0.016964390 0.019034109 0.0278684969 0.028509583
## 16 2.252380e-02 0.023359232 0.003357948 0.0181328516 0.002769138
## 17 4.067766e-03 0.021415245 0.008644322 0.0009013305 0.021310837
## 18 3.944670e-03 0.020050985 0.007372473 0.0208309307 0.038491565
## 19 3.000743e-05 0.005979111 0.003630809 0.0407831659 0.015359258
## 20 2.350665e-02 0.022509523 0.016686431 0.0247123911 0.017445114
## 21 1.643022e-02 0.019272333 0.014679402 0.0014358939 0.028426390
## PC52.7 PC53.7 PC54.7 PC55.7 PC56.7
## 1 0.020504678 0.0091205337 0.0252850929 0.0214486162 0.0049754763
## 2 0.010260133 0.0224989660 0.0009282111 0.0083899575 0.0149906316
## 3 0.009809450 0.0069686322 0.0010971014 0.0170561667 0.0204379417
## 4 0.005435733 0.0003310062 0.0319835895 0.0276264632 0.0173797478
## 5 0.003786968 0.0114923788 0.0255463749 0.0322956348 0.0087096612
## 6 0.003342822 0.0049581117 0.0329088967 0.0127457601 0.0212585522
## 7 0.004402327 0.0095169916 0.0066988085 0.0067861623 0.0061490947
## 8 0.018993334 0.0068510418 0.0090353732 0.0107914432 0.0206791847
## 9 0.027658524 0.0026353835 0.0026470887 0.0168570773 0.0009952676
## 10 0.024887811 0.0073984141 0.0111963175 0.0067305232 0.0091918884
## 11 0.005630739 0.0023678486 0.0040966143 0.0234174752 0.0197683709
## 12 0.023421432 0.0215750735 0.0161880548 0.0085273782 0.0168627412
## 13 0.048425270 0.0347323205 0.0147438510 0.0001741339 0.0074701610
## 14 0.032923408 0.0116590708 0.0232261491 0.0259331015 0.0181915709
## 15 0.018949358 0.0239896580 0.0229405306 0.0199564132 0.0014114125
## 16 0.012012841 0.0220259129 0.0111204576 0.0003648512 0.0077348914
## 17 0.026298120 0.0350156343 0.0164705989 0.0238570168 0.0080749649
## 18 0.004252518 0.0264895088 0.0154717497 0.0099702683 0.0171239753
## 19 0.019407217 0.0042436624 0.0044914288 0.0045247583 0.0026896841
## 20 0.037332067 0.0019002684 0.0261463582 0.0097246318 0.0421240490
## 21 0.029473732 0.0247756465 0.0504591551 0.0296859948 0.0003145702
## PC57.7 PC58.7 PC59.7 PC60.7 PC61.7
## 1 0.0176453904 0.0127410397 0.0018245179 0.012420504 0.018988928
## 2 0.0172954496 0.0396379065 0.0240006900 0.019165914 0.016260121
## 3 0.0222050920 0.0057568211 0.0173497481 0.014641543 0.030349411
## 4 0.0005879765 0.0144710664 0.0037577225 0.019381234 0.006818913
## 5 0.0147262760 0.0089823566 0.0114969983 0.008801581 0.017897118
## 6 0.0048808402 0.0320283684 0.0203038577 0.010942833 0.008456194
## 7 0.0278880309 0.0131300471 0.0119149345 0.028497727 0.006698215
## 8 0.0010814374 0.0044385602 0.0053523100 0.011257774 0.010321521
## 9 0.0028220103 0.0055128938 0.0008688294 0.022336711 0.001179959
## 10 0.0135779051 0.0152486166 0.0036510912 0.021836122 0.011779554
## 11 0.0205936246 0.0108039513 0.0058408764 0.020052453 0.017076143
## 12 0.0152541505 0.0143262533 0.0212396008 0.025083607 0.027694334
## 13 0.0183492738 0.0214583591 0.0062059528 0.004394680 0.019339718
## 14 0.0199952455 0.0091488981 0.0108802410 0.025814888 0.016587886
## 15 0.0345738076 0.0005703724 0.0018083873 0.007134135 0.028753872
## 16 0.0191647654 0.0083703260 0.0061295494 0.006920273 0.009685530
## 17 0.0183184898 0.0116716019 0.0049112652 0.013655856 0.028815366
## 18 0.0204208195 0.0365678794 0.0002426167 0.002771308 0.014388079
## 19 0.0193643083 0.0014099180 0.0022746844 0.034429501 0.010569958
## 20 0.0005518043 0.0043324004 0.0184290887 0.033227982 0.013542498
## 21 0.0063706863 0.0084707774 0.0092398274 0.016366989 0.006788166
## PC62.7 PC63.7 PC64.7 PC65.7 PC66.7
## 1 0.0200988905 0.019861377 0.0070435772 0.0282850478 0.0411751488
## 2 0.0086813661 0.021279774 0.0207177417 0.0019801260 0.0094635860
## 3 0.0002165496 0.001920552 0.0357412557 0.0022991452 0.0004914900
## 4 0.0099734183 0.003709432 0.0039693320 0.0081797975 0.0457675855
## 5 0.0152850436 0.003318310 0.0093220298 0.0082364290 0.0105218341
## 6 0.0109221520 0.023620548 0.0370467756 0.0031787833 0.0098987956
## 7 0.0049344800 0.001779919 0.0078872235 0.0028525831 0.0032705573
## 8 0.0237657946 0.039822685 0.0022061130 0.0103774797 0.0074317565
## 9 0.0069445754 0.025170782 0.0237099683 0.0322875958 0.0041561796
## 10 0.0142687579 0.002854571 0.0211573070 0.0110303834 0.0036328731
## 11 0.0140479593 0.004005805 0.0067793347 0.0176643694 0.0255842740
## 12 0.0365043274 0.011262627 0.0106814335 0.0152223905 0.0050093024
## 13 0.0247199554 0.003478084 0.0309944333 0.0094595173 0.0081114899
## 14 0.0295861388 0.018921778 0.0086562750 0.0118894306 0.0138594518
## 15 0.0022581916 0.006231804 0.0229996852 0.0044846118 0.0494768452
## 16 0.0052703741 0.010482572 0.0055515971 0.0145711455 0.0189294059
## 17 0.0373239206 0.004176477 0.0079865294 0.0129645629 0.0239976262
## 18 0.0124579160 0.005536458 0.0176567713 0.0103799924 0.0001655415
## 19 0.0098949289 0.011722052 0.0112856605 0.0049120561 0.0108661096
## 20 0.0150148673 0.026840548 0.0072716741 0.0086215033 0.0014658024
## 21 0.0183052132 0.002879448 0.0008058106 0.0005078441 0.0055624860
## PC67.7 PC68.7 programN.8
## 1 1.131067e-02 0.027398185 Nutrition
## 2 9.747061e-03 0.001776270 Curriculum.and.Teaching
## 3 3.812854e-02 0.001384313 School.Principals
## 4 9.370916e-03 0.021899326 School.Psychology
## 5 1.206346e-02 0.005106270 Developmental.Psychology
## 6 1.940249e-02 0.009317544 Spirituality.Mind.Body
## 7 5.397105e-03 0.028104973 Early.Childhood.Special.Education
## 8 1.602098e-02 0.019939570 Cooperation.and.Conflict.Resolution
## 9 2.353511e-02 0.001711083 Science.Education
## 10 9.627359e-03 0.002717005 Diabetes.Education
## 11 9.485408e-03 0.006262292 Anthropology
## 12 3.840213e-02 0.019279301 Higher.and.Postsecondary.Education
## 13 1.888166e-02 0.007006498 Health.Education
## 14 2.697612e-02 0.001241006 Neuroscience
## 15 1.479443e-02 0.005988132 Education.Policy
## 16 6.171772e-03 0.020363884 Music
## 17 4.366769e-03 0.030231825 Psychology
## 18 1.124378e-03 0.021432177 Social.Organizational.Psychology
## 19 1.655271e-02 0.010215837 Bilingual.Bicultural.Education
## 20 7.717288e-04 0.005502424 Early.Childhood.Education
## 21 7.965321e-05 0.011351162 Physical.Education
## PC1.8 PC2.8 PC3.8 PC4.8 PC5.8
## 1 1.309656e-02 0.017259920 0.0168468987 0.0025104521 3.856389e-03
## 2 6.396429e-03 0.020275903 0.0124009592 0.0210893447 2.122926e-03
## 3 3.192137e-02 0.005382745 0.0059569597 0.0014717177 7.939695e-03
## 4 1.415833e-02 0.011341619 0.0090697886 0.0053335676 6.691396e-03
## 5 1.346231e-02 0.022812501 0.0003474403 0.0001572700 1.074489e-02
## 6 1.896285e-02 0.025446601 0.0047636957 0.0013372900 2.704933e-02
## 7 4.408253e-03 0.025552068 0.0223882055 0.0313996215 1.618698e-02
## 8 3.050954e-02 0.008861744 0.0055603952 0.0059667531 3.008791e-03
## 9 1.849125e-04 0.006356675 0.0161918004 0.0161678166 1.648164e-02
## 10 1.346140e-03 0.029004561 0.0050051172 0.0020001112 3.031366e-03
## 11 7.248618e-03 0.011392533 0.0050472881 0.0249333296 1.411478e-02
## 12 7.527071e-03 0.011385278 0.0130459674 0.0046004348 3.082268e-02
## 13 8.928727e-03 0.034147806 0.0143069974 0.0188519367 5.280302e-03
## 14 8.281349e-03 0.034657422 0.0274107594 0.0046522158 6.940352e-03
## 15 3.232672e-02 0.008793870 0.0080993748 0.0114610317 1.533022e-03
## 16 1.331327e-03 0.009494630 0.0221763981 0.0040015203 3.329525e-02
## 17 2.043693e-02 0.030001191 0.0276083755 0.0004348856 1.545134e-02
## 18 3.184102e-02 0.008441504 0.0116379852 0.0017916352 9.742845e-03
## 19 2.760691e-02 0.013406975 0.0068110215 0.0283298432 5.426524e-03
## 20 1.631755e-02 0.002736457 0.0021324511 0.0260539388 1.305411e-02
## 21 5.059954e-05 0.029865684 0.0172981154 0.0069405861 5.902268e-05
## PC6.8 PC7.8 PC8.8 PC9.8 PC10.8
## 1 0.0235834428 0.001032978 0.0009109188 0.04541495 0.002881366
## 2 0.0169547295 0.003075818 0.0112353671 0.04414737 0.002463690
## 3 0.0095744632 0.023118124 0.0059212074 0.03721736 0.006937126
## 4 0.0365560870 0.011510206 0.0160879548 0.03196963 0.003929108
## 5 0.0006575599 0.001440343 0.0250115497 0.03189578 0.035366292
## 6 0.0153863042 0.019875643 0.0018854097 0.03179140 0.008662650
## 7 0.0075348165 0.021218400 0.0177969933 0.03027845 0.015328400
## 8 0.0044337281 0.014577912 0.0086628587 0.02945586 0.019842011
## 9 0.0569476990 0.009092715 0.0104372384 0.02765429 0.003067825
## 10 0.0193392395 0.020485282 0.0343656446 0.02555074 0.008382366
## 11 0.0207416050 0.025954417 0.0122898292 0.02521291 0.011360764
## 12 0.0402722606 0.018306981 0.0123599959 0.02518396 0.016280982
## 13 0.0292497995 0.006062952 0.0003695185 0.02451391 0.019777162
## 14 0.0170801532 0.003198050 0.0060050438 0.02445177 0.008449557
## 15 0.0012701672 0.036992321 0.0009551069 0.02434330 0.013223084
## 16 0.0005785762 0.039813611 0.0079498414 0.02322734 0.014447780
## 17 0.0010334181 0.009506050 0.0114231834 0.02307502 0.005924139
## 18 0.0136477547 0.003289798 0.0243186267 0.02194375 0.013233637
## 19 0.0187132195 0.028402924 0.0043779484 0.02185369 0.022701633
## 20 0.0121212730 0.020794978 0.0330284428 0.02154994 0.019640020
## 21 0.0010439017 0.010912656 0.0181621668 0.02100488 0.013219025
## PC11.8 PC12.8 PC13.8 PC14.8 PC15.8
## 1 0.0395301337 0.019583909 0.0253531468 0.0080098225 0.0134819521
## 2 0.0271519370 0.005730825 0.0151856779 0.0097664484 0.0484631208
## 3 0.0034252138 0.011983355 0.0005246415 0.0084102952 0.0228167640
## 4 0.0041003550 0.002958882 0.0018835188 0.0346521165 0.0262572483
## 5 0.0191350389 0.017596192 0.0241897580 0.0002288102 0.0088213466
## 6 0.0006241734 0.003869211 0.0037619987 0.0334570432 0.0048381914
## 7 0.0106677707 0.010888186 0.0047609933 0.0203859263 0.0102805241
## 8 0.0102516983 0.024695811 0.0181019454 0.0094167531 0.0171002435
## 9 0.0126014369 0.017141487 0.0266447829 0.0242395828 0.0242909381
## 10 0.0020275950 0.001307258 0.0224833564 0.0001161929 0.0249082768
## 11 0.0001411341 0.011995749 0.0211476083 0.0032106535 0.0351065308
## 12 0.0088637080 0.024975287 0.0073904401 0.0067210128 0.0006386207
## 13 0.0122948945 0.025755394 0.0306201751 0.0212227537 0.0072622281
## 14 0.0012817421 0.009221666 0.0026982800 0.0009149750 0.0385331983
## 15 0.0040301126 0.002593966 0.0087899478 0.0008786270 0.0225678144
## 16 0.0244549155 0.021981160 0.0185234630 0.0119186711 0.0259238820
## 17 0.0106450592 0.019921440 0.0272607544 0.0136792696 0.0036906284
## 18 0.0333162842 0.027240108 0.0183521730 0.0152088065 0.0158927740
## 19 0.0266235598 0.005235833 0.0100731292 0.0011944513 0.0094952899
## 20 0.0071002159 0.001455092 0.0251107596 0.0031950390 0.0261418507
## 21 0.0027637630 0.018258991 0.0120707436 0.0102297713 0.0073438464
## PC16.8 PC17.8 PC18.8 PC19.8 PC20.8
## 1 0.005945587 0.0198765891 0.004731898 0.0045731532 0.006173864
## 2 0.027299040 0.0187114066 0.005982723 0.0296917069 0.016885039
## 3 0.007366102 0.0011797135 0.026619852 0.0079342186 0.012425224
## 4 0.005438831 0.0350320756 0.041015150 0.0018803761 0.019524309
## 5 0.027479349 0.0460781910 0.016609805 0.0027765216 0.004382109
## 6 0.010811923 0.0056265415 0.025374526 0.0283564592 0.001906876
## 7 0.007284086 0.0000681285 0.001351379 0.0031249736 0.057706894
## 8 0.002798045 0.0004136718 0.003291344 0.0360811867 0.022488120
## 9 0.010020918 0.0109400901 0.004295659 0.0114814416 0.010633742
## 10 0.011650159 0.0049883479 0.045702806 0.0125205399 0.005576673
## 11 0.046731327 0.0119738679 0.020115328 0.0025059395 0.007557299
## 12 0.024005827 0.0078882177 0.009395336 0.0296206063 0.022506086
## 13 0.005321750 0.0211236012 0.012591657 0.0112701422 0.009007826
## 14 0.030638579 0.0046173443 0.022237747 0.0113927692 0.001406500
## 15 0.012958470 0.0102873586 0.014066241 0.0308284293 0.031274059
## 16 0.008021661 0.0151384369 0.010191883 0.0165709135 0.021952516
## 17 0.002127134 0.0181882465 0.002759587 0.0003172883 0.016210052
## 18 0.018681853 0.0015579368 0.013383994 0.0121853733 0.002579359
## 19 0.015421788 0.0042930855 0.001559885 0.0013412938 0.015515080
## 20 0.032150140 0.0249982477 0.009939035 0.0010155083 0.028130418
## 21 0.033150723 0.0362778080 0.015684823 0.0147287412 0.036556839
## PC21.8 PC22.8 PC23.8 PC24.8 PC25.8
## 1 0.0056299816 0.0279877482 0.008317954 0.0115328840 0.0056323336
## 2 0.0028654487 0.0207473082 0.011529385 0.0248510128 0.0168177139
## 3 0.0270974530 0.0156037082 0.004628736 0.0008539759 0.0121269114
## 4 0.0233258709 0.0249552189 0.015782183 0.0140918768 0.0083716108
## 5 0.0346375529 0.0218430388 0.003062546 0.0003178231 0.0118226880
## 6 0.0137954478 0.0020790636 0.017514237 0.0142397749 0.0143823355
## 7 0.0045426515 0.0004601013 0.010723076 0.0040069641 0.0076742108
## 8 0.0189197227 0.0118203821 0.004909622 0.0191033895 0.0214518746
## 9 0.0418248551 0.0066222614 0.013729464 0.0159174934 0.0027037507
## 10 0.0014952977 0.0148627765 0.025206946 0.0034863291 0.0067578970
## 11 0.0333240794 0.0124656428 0.018887203 0.0151327532 0.0009102206
## 12 0.0305448728 0.0142068481 0.006273583 0.0063630024 0.0106783307
## 13 0.0210301845 0.0095410886 0.008640952 0.0082648374 0.0025007969
## 14 0.0200360698 0.0169055111 0.017155873 0.0189879783 0.0364937550
## 15 0.0052381018 0.0173406772 0.009886956 0.0082556316 0.0089415613
## 16 0.0395126697 0.0198097724 0.030475818 0.0093538918 0.0165904965
## 17 0.0248700697 0.0001755179 0.029477037 0.0238725407 0.0413422780
## 18 0.0008305934 0.0269720332 0.015983431 0.0205031336 0.0015980783
## 19 0.0197209359 0.0186489576 0.033244470 0.0041696083 0.0044132283
## 20 0.0171683156 0.0160529655 0.026595132 0.0384892121 0.0118781100
## 21 0.0342972096 0.0079446947 0.005626414 0.0097381422 0.0145093442
## PC26.8 PC27.8 PC28.8 PC29.8 PC30.8 PC31.8
## 1 0.026133338 0.024874627 0.006575149 0.057890936 0.005577981 0.029615790
## 2 0.006701263 0.003219144 0.022670003 0.013510914 0.004357482 0.005976028
## 3 0.003731927 0.034263125 0.007378458 0.011564138 0.016306145 0.004191767
## 4 0.017807661 0.006331016 0.014391930 0.008000119 0.021754064 0.023882759
## 5 0.011333390 0.012162201 0.010802360 0.023517013 0.002080816 0.003181255
## 6 0.016157291 0.045126385 0.004744344 0.013136573 0.008298456 0.012642267
## 7 0.014624062 0.004040711 0.011303206 0.011117160 0.002702473 0.031780227
## 8 0.014102336 0.042569943 0.038724487 0.019867295 0.025893148 0.016602222
## 9 0.010945593 0.009309978 0.005785180 0.006132253 0.004926097 0.007671265
## 10 0.015114218 0.007009808 0.040668379 0.011029199 0.033659846 0.012925584
## 11 0.026996103 0.033258648 0.013333962 0.030818818 0.004482350 0.037656445
## 12 0.044790612 0.002534821 0.005173731 0.022239110 0.015189626 0.025997518
## 13 0.018053526 0.011820683 0.011680497 0.018643151 0.007750826 0.009362498
## 14 0.007240608 0.011685925 0.001529134 0.018357997 0.022055438 0.010430419
## 15 0.002081881 0.012823729 0.004373598 0.002958133 0.018099459 0.014539385
## 16 0.005118102 0.006343802 0.008623215 0.006823199 0.008979528 0.005485493
## 17 0.006961634 0.009660661 0.029809902 0.016298914 0.014403410 0.004278443
## 18 0.027656492 0.015701324 0.014740161 0.014448230 0.005287862 0.019011726
## 19 0.033307539 0.009299084 0.017779494 0.012593345 0.014068196 0.017370669
## 20 0.010273766 0.013511713 0.011406506 0.022090320 0.031967155 0.004969600
## 21 0.024080936 0.028588230 0.001708984 0.038714327 0.002522182 0.027401376
## PC32.8 PC33.8 PC34.8 PC35.8 PC36.8
## 1 0.0002693448 0.002648784 0.0132779417 0.022576989 0.011282868
## 2 0.0099387450 0.024268889 0.0079030393 0.001158178 0.002187526
## 3 0.0222702856 0.010508602 0.0443420097 0.004610165 0.033948985
## 4 0.0172114354 0.003563764 0.0117691234 0.008310335 0.020877587
## 5 0.0078498621 0.019647297 0.0173828316 0.014696340 0.029624780
## 6 0.0236805934 0.051883793 0.0002319862 0.029942506 0.012214891
## 7 0.0183877764 0.022650238 0.0037229312 0.009492371 0.015741824
## 8 0.0197211485 0.010234716 0.0255129422 0.015698911 0.006065384
## 9 0.0184146416 0.010212963 0.0148365094 0.009083503 0.036984507
## 10 0.0033227582 0.013039362 0.0240064361 0.037349451 0.002304568
## 11 0.0214811413 0.017967966 0.0086510429 0.014940891 0.025192807
## 12 0.0002837276 0.019893931 0.0264555110 0.032195026 0.006607765
## 13 0.0064832838 0.041784327 0.0286055986 0.009338729 0.034246715
## 14 0.0198103297 0.023984411 0.0014951231 0.006022188 0.021562865
## 15 0.0248997503 0.009103053 0.0030270978 0.014922312 0.023478287
## 16 0.0129087503 0.003707528 0.0332421854 0.001567064 0.028213915
## 17 0.0118935751 0.008902171 0.0076210452 0.006059209 0.002277373
## 18 0.0196204973 0.017080563 0.0258637546 0.014100095 0.014276722
## 19 0.0035978570 0.014466408 0.0040790932 0.011186146 0.010576620
## 20 0.0185987087 0.003785468 0.0076944941 0.012775790 0.005991220
## 21 0.0120772967 0.036144760 0.0127511831 0.032732045 0.025934581
## PC37.8 PC38.8 PC39.8 PC40.8 PC41.8
## 1 1.471242e-04 0.005862358 0.017465713 0.0227976437 2.937106e-02
## 2 2.132852e-03 0.017632292 0.034265401 0.0126524986 8.513003e-03
## 3 7.963357e-03 0.061328798 0.019227369 0.0010457349 3.749740e-02
## 4 2.643552e-02 0.042190943 0.026940850 0.0335487365 1.469046e-02
## 5 2.066260e-02 0.014887879 0.020181803 0.0195787940 8.043337e-03
## 6 1.417303e-03 0.017385192 0.011303998 0.0116411019 6.057619e-03
## 7 2.336248e-02 0.011820366 0.002381957 0.0041685253 2.063920e-02
## 8 1.581665e-02 0.009181122 0.009519722 0.0056066994 2.322842e-04
## 9 1.827836e-02 0.006947710 0.002244413 0.0053277109 1.154905e-02
## 10 2.139144e-02 0.002080026 0.039884484 0.0051088455 1.952895e-02
## 11 4.994889e-03 0.009268270 0.007957447 0.0143241719 1.496587e-02
## 12 5.811690e-04 0.002713510 0.023762725 0.0068078448 2.964824e-02
## 13 1.004410e-02 0.002584070 0.010988323 0.0096932235 1.664219e-03
## 14 1.425667e-02 0.006427212 0.017454040 0.0210740492 6.719749e-03
## 15 7.409106e-03 0.011824113 0.057183382 0.0098601246 1.419881e-02
## 16 2.568493e-02 0.015024316 0.011540339 0.0188130868 8.162331e-05
## 17 1.140422e-02 0.021948453 0.022209433 0.0145312009 1.659385e-02
## 18 7.266692e-03 0.014308223 0.003088293 0.0005811366 1.472616e-02
## 19 1.916197e-02 0.006130624 0.011134049 0.0101693473 3.134918e-02
## 20 6.662558e-03 0.011242512 0.024005763 0.0267822260 2.199111e-02
## 21 3.147825e-05 0.007395560 0.001538547 0.0242319413 3.123014e-04
## PC42.8 PC43.8 PC44.8 PC45.8 PC46.8
## 1 8.076627e-03 0.0084365414 0.001395055 0.001118995 7.033337e-05
## 2 1.291621e-02 0.0107992240 0.003990016 0.007330942 2.109297e-03
## 3 1.032531e-02 0.0010543526 0.012724114 0.010492302 2.383981e-02
## 4 5.602204e-03 0.0132129072 0.017285563 0.013971041 2.314413e-02
## 5 1.581613e-04 0.0004143640 0.009358596 0.048810168 1.569529e-02
## 6 1.306039e-02 0.0127261688 0.001331992 0.018793499 6.022074e-03
## 7 1.708565e-02 0.0212998530 0.008455949 0.029359882 4.285109e-03
## 8 4.477409e-03 0.0259258662 0.010752378 0.004458127 3.036392e-02
## 9 8.653008e-04 0.0002670037 0.019911102 0.003526177 8.104409e-03
## 10 3.729602e-02 0.0024832457 0.022276022 0.016185542 1.550490e-03
## 11 4.976429e-03 0.0026355850 0.010084244 0.001846531 2.202662e-02
## 12 1.003301e-02 0.0155265344 0.011940985 0.006457963 1.728592e-02
## 13 5.344702e-03 0.0051152430 0.004704709 0.024797152 2.550465e-02
## 14 9.407813e-05 0.0254418214 0.003448952 0.002373057 1.165617e-03
## 15 1.112936e-02 0.0201894826 0.005031187 0.029831665 1.604817e-02
## 16 3.426589e-03 0.0090591903 0.003960035 0.010282711 2.272018e-02
## 17 5.326793e-03 0.0099671163 0.020192821 0.001929822 4.117853e-03
## 18 4.452173e-03 0.0228925888 0.026131958 0.023149709 2.135217e-02
## 19 1.946398e-02 0.0416908536 0.024902120 0.014780146 1.575423e-02
## 20 2.692015e-02 0.0191501561 0.003165756 0.025752231 7.428793e-03
## 21 4.648366e-03 0.0134418624 0.012341661 0.035422006 2.421951e-03
## PC47.8 PC48.8 PC49.8 PC50.8 PC51.8
## 1 5.450552e-03 0.0227008622 0.006134355 0.0248583148 0.017414756
## 2 6.442321e-03 0.0005942735 0.030270919 0.0155641485 0.018865166
## 3 9.653701e-03 0.0157912035 0.035916739 0.0198680931 0.001054264
## 4 1.577526e-02 0.0025162943 0.001772171 0.0005050121 0.002387697
## 5 1.669381e-02 0.0233890647 0.030826123 0.0102615547 0.023934012
## 6 8.953379e-03 0.0074089221 0.010716036 0.0064697928 0.004593128
## 7 2.350665e-02 0.0225095228 0.016686431 0.0247123911 0.017445114
## 8 1.358594e-02 0.0196237539 0.009611119 0.0163555965 0.003928029
## 9 3.084170e-02 0.0004281110 0.008535380 0.0079758729 0.016057095
## 10 4.901329e-03 0.0343466502 0.011585849 0.0113383049 0.010872133
## 11 1.947440e-03 0.0110039686 0.004115277 0.0008671222 0.009506547
## 12 1.347241e-02 0.0172595371 0.001264596 0.0223537131 0.007432091
## 13 2.599387e-02 0.0024084789 0.005842586 0.0050285835 0.014110481
## 14 2.302559e-02 0.0108297882 0.002611124 0.0102166669 0.031349930
## 15 6.372516e-02 0.0017749367 0.034874201 0.0254895324 0.008010124
## 16 1.493409e-02 0.0025083826 0.027603506 0.0123742531 0.004994319
## 17 7.365747e-03 0.0101160141 0.019086387 0.0070881515 0.002707232
## 18 4.494576e-04 0.0127161112 0.019931017 0.0288598698 0.011708585
## 19 2.789976e-02 0.0186522351 0.005286181 0.0258272228 0.034899904
## 20 4.845564e-03 0.0534654011 0.007169404 0.0029971363 0.013344212
## 21 3.000743e-05 0.0059791112 0.003630809 0.0407831659 0.015359258
## PC52.8 PC53.8 PC54.8 PC55.8 PC56.8
## 1 0.003283311 0.016150887 0.025085136 0.004433964 0.0187162825
## 2 0.011721599 0.008416412 0.030068502 0.011885115 0.0415885848
## 3 0.003602526 0.006753248 0.020684625 0.022997268 0.0081600580
## 4 0.000584539 0.029418155 0.010226867 0.011775958 0.0337877077
## 5 0.005630739 0.002367849 0.004096614 0.023417475 0.0197683709
## 6 0.009343880 0.035390773 0.021214938 0.020476250 0.0097613192
## 7 0.037332067 0.001900268 0.026146358 0.009724632 0.0421240490
## 8 0.005412476 0.012177019 0.018651893 0.016706713 0.0302823006
## 9 0.015072921 0.023059328 0.010041339 0.033352914 0.0074359458
## 10 0.003786968 0.011492379 0.025546375 0.032295635 0.0087096612
## 11 0.001165739 0.021065175 0.023212597 0.026002088 0.0256390383
## 12 0.015030708 0.007303563 0.004293907 0.034632705 0.0038938297
## 13 0.007149243 0.035601082 0.035628338 0.010877514 0.0106730363
## 14 0.026137646 0.032660569 0.014328304 0.001738173 0.0148300282
## 15 0.004199199 0.007801080 0.001199453 0.003785593 0.0007189096
## 16 0.021026577 0.021806343 0.022936032 0.001692675 0.0483129522
## 17 0.003781265 0.001241339 0.011797657 0.012568996 0.0145767767
## 18 0.023421432 0.021575074 0.016188055 0.008527378 0.0168627412
## 19 0.015408438 0.024081638 0.004965955 0.020777903 0.0174283978
## 20 0.004402327 0.009516992 0.006698808 0.006786162 0.0061490947
## 21 0.019407217 0.004243662 0.004491429 0.004524758 0.0026896841
## PC57.8 PC58.8 PC59.8 PC60.8 PC61.8
## 1 0.0087558228 0.016306645 0.016133556 0.0411753410 0.0001218313
## 2 0.0054253755 0.019212669 0.015581909 0.0086626760 0.0174207142
## 3 0.0154399341 0.025723815 0.003237870 0.0172457701 0.0058994604
## 4 0.0002138958 0.005560050 0.018075108 0.0082155131 0.0211962649
## 5 0.0205936246 0.010803951 0.005840876 0.0200524530 0.0170761427
## 6 0.0034046792 0.026196633 0.017908031 0.0052195503 0.0119490687
## 7 0.0005518043 0.004332400 0.018429089 0.0332279822 0.0135424983
## 8 0.0006870612 0.001266539 0.026581058 0.0006534196 0.0046067164
## 9 0.0658387454 0.003183151 0.028905248 0.0051749983 0.0077999488
## 10 0.0147262760 0.008982357 0.011496998 0.0088015811 0.0178971176
## 11 0.0159043148 0.009523160 0.023253109 0.0157467721 0.0087711047
## 12 0.0060888693 0.033012759 0.014603257 0.0035787723 0.0378627010
## 13 0.0015997096 0.007513676 0.015502514 0.0527958195 0.0028280140
## 14 0.0140147292 0.032223313 0.010604886 0.0050090322 0.0025872399
## 15 0.0035200914 0.017847504 0.005890762 0.0146342808 0.0154819272
## 16 0.0101841356 0.007813692 0.002190757 0.0009684508 0.0298568958
## 17 0.0233353058 0.043631494 0.004744729 0.0121932220 0.0393901162
## 18 0.0152541505 0.014326253 0.021239601 0.0250836070 0.0276943342
## 19 0.0092653191 0.015080636 0.004575406 0.0055820639 0.0033816502
## 20 0.0278880309 0.013130047 0.011914935 0.0284977274 0.0066982154
## 21 0.0193643083 0.001409918 0.002274684 0.0344295010 0.0105699581
## PC62.8 PC63.8 PC64.8 PC65.8 PC66.8
## 1 1.265646e-02 0.018837528 0.025882548 0.006652772 0.006601839
## 2 3.912263e-04 0.010769324 0.026327516 0.041923268 0.016629126
## 3 3.462131e-03 0.002854494 0.011915945 0.002351855 0.013604002
## 4 6.059957e-06 0.005537606 0.019795312 0.015575552 0.012839794
## 5 1.404796e-02 0.004005805 0.006779335 0.017664369 0.025584274
## 6 2.140155e-02 0.023973926 0.010294437 0.020264271 0.005381702
## 7 1.501487e-02 0.026840548 0.007271674 0.008621503 0.001465802
## 8 3.822359e-02 0.034743555 0.007743510 0.010017683 0.016299461
## 9 1.779020e-02 0.012204365 0.005004208 0.010440618 0.013922677
## 10 1.528504e-02 0.003318310 0.009322030 0.008236429 0.010521834
## 11 2.148573e-02 0.017334277 0.008163954 0.007822644 0.033123151
## 12 5.669022e-04 0.010293710 0.025733704 0.008161305 0.009185125
## 13 2.505668e-02 0.015687418 0.014973056 0.010184212 0.023423474
## 14 3.728433e-02 0.001782576 0.032788913 0.019945987 0.025869868
## 15 2.165209e-02 0.003868852 0.014446847 0.004608666 0.004189666
## 16 5.964385e-03 0.013778415 0.034963448 0.019003963 0.003949686
## 17 1.758764e-02 0.019908384 0.019797981 0.011752855 0.017684054
## 18 3.650433e-02 0.011262627 0.010681433 0.015222391 0.005009302
## 19 2.570915e-02 0.019184373 0.009748821 0.024941440 0.032972251
## 20 4.934480e-03 0.001779919 0.007887224 0.002852583 0.003270557
## 21 9.894929e-03 0.011722052 0.011285661 0.004912056 0.010866110
## PC67.8 PC68.8 programN.9
## 1 0.0136076170 0.0115046748 Philosophy
## 2 0.0038822470 0.0056948558 Intellectual.Disability.Autism
## 3 0.0086215364 0.0140855684 Education.Leadership
## 4 0.0217421688 0.0007237298 Art.Education
## 5 0.0094854078 0.0062622921 Developmental.Psychology
## 6 0.0480698388 0.0103327468 Linguistics
## 7 0.0007717288 0.0055024242 Communication.Media.and.Learning.Technologies
## 8 0.0134663403 0.0261225260 Movement.Science
## 9 0.0067289171 0.0177623083 English.Education
## 10 0.0120634646 0.0051062697 Mathematics
## 11 0.0122924125 0.0122383227 Measurement..Evaluation.and.Statistics
## 12 0.0072343224 0.0099774894 Nursing
## 13 0.0079418362 0.0196420568 Dance.Education
## 14 0.0243029388 0.0238644148 Bilingual.Bicultural.Education
## 15 0.0037679986 0.0248015410 Politics
## 16 0.0049023949 0.0015280487 College.Advising
## 17 0.0582678860 0.0142583315 Cooperation.and.Conflict.Resolution
## 18 0.0384021278 0.0192793011 Health.Education
## 19 0.0098866706 0.0156976393 Early.Childhood.Education
## 20 0.0053971046 0.0281049725 Inclusive.Education
## 21 0.0165527078 0.0102158371 Change.Leadership
## PC1.9 PC2.9 PC3.9 PC4.9 PC5.9
## 1 0.0071900348 0.005726372 0.0015601839 0.0092148381 0.021638555
## 2 0.0044724366 0.010828258 0.0125961775 0.0176122351 0.007266336
## 3 0.0239817584 0.004788017 0.0006161223 0.0141566868 0.025750436
## 4 0.0155564979 0.002048307 0.0089310749 0.0020734548 0.022933112
## 5 0.0134623097 0.022812501 0.0003474403 0.0001572700 0.010744894
## 6 0.0049473310 0.007329538 0.0065879987 0.0541071873 0.020840874
## 7 0.0075316150 0.001195994 0.0359331333 0.0045449315 0.013646469
## 8 0.0133424668 0.022352574 0.0138144761 0.0083708817 0.002063737
## 9 0.0092787177 0.003928365 0.0054881232 0.0531405663 0.009994085
## 10 0.0047741638 0.001823151 0.0463887703 0.0087165361 0.018786976
## 11 0.0064349114 0.001654446 0.0432617565 0.0090647142 0.005170621
## 12 0.0006894445 0.031856095 0.0102831322 0.0149187169 0.019532896
## 13 0.0030618612 0.002731713 0.0235640740 0.0139166169 0.029933153
## 14 0.0276069141 0.013406975 0.0068110215 0.0283298432 0.005426524
## 15 0.0310892184 0.016924948 0.0029590339 0.0239706237 0.007268134
## 16 0.0203485432 0.009774807 0.0163386154 0.0086642029 0.024373204
## 17 0.0305095423 0.008861744 0.0055603952 0.0059667531 0.003008791
## 18 0.0089287273 0.034147806 0.0143069974 0.0188519367 0.005280302
## 19 0.0163175487 0.002736457 0.0021324511 0.0260539388 0.013054109
## 20 0.0170615072 0.010920638 0.0032186462 0.0005861185 0.022383499
## 21 0.0398648928 0.001507808 0.0131650993 0.0212088348 0.009947538
## PC6.9 PC7.9 PC8.9 PC9.9 PC10.9
## 1 0.0219661202 0.001496165 7.367468e-03 0.001982901 0.06227352
## 2 0.0125342622 0.003005590 1.979648e-03 0.011453917 0.05983224
## 3 0.0036752154 0.014110727 1.261220e-02 0.002085505 0.03829585
## 4 0.0089905332 0.024412423 6.733567e-03 0.001048565 0.03549392
## 5 0.0006575599 0.001440343 2.501155e-02 0.031895777 0.03536629
## 6 0.0025245649 0.023404781 1.706246e-02 0.012953165 0.03436664
## 7 0.0006050177 0.020911510 3.930467e-02 0.008235191 0.02956572
## 8 0.0278264018 0.003963575 1.000377e-02 0.010125142 0.02909587
## 9 0.0057419804 0.008528871 7.304312e-03 0.005619475 0.02742639
## 10 0.0074538327 0.011699476 2.278749e-02 0.005242621 0.02666233
## 11 0.0293884964 0.020607083 1.407094e-03 0.017986220 0.02387039
## 12 0.0130448130 0.008519062 2.630926e-03 0.005337466 0.02355343
## 13 0.0161084934 0.047410204 1.719348e-02 0.002415794 0.02346151
## 14 0.0187132195 0.028402924 4.377948e-03 0.021853686 0.02270163
## 15 0.0004427211 0.006830126 2.075811e-02 0.009224028 0.02245978
## 16 0.0146771685 0.010972374 1.503521e-02 0.001865618 0.01992927
## 17 0.0044337281 0.014577912 8.662859e-03 0.029455859 0.01984201
## 18 0.0292497995 0.006062952 3.695185e-04 0.024513906 0.01977716
## 19 0.0121212730 0.020794978 3.302844e-02 0.021549936 0.01964002
## 20 0.0297825498 0.015254051 7.121800e-03 0.009367531 0.01800833
## 21 0.0187839045 0.004456839 4.742287e-05 0.003735709 0.01792352
## PC11.9 PC12.9 PC13.9 PC14.9 PC15.9
## 1 2.398438e-03 0.0278566952 0.0270965984 0.0478350443 0.005092429
## 2 1.154135e-02 0.0365367885 0.0295004717 0.0175425270 0.002130325
## 3 1.800750e-02 0.0194374922 0.0134708181 0.0520323442 0.016605594
## 4 3.428166e-02 0.0240988723 0.0317734411 0.0082763818 0.014734178
## 5 1.913504e-02 0.0175961919 0.0241897580 0.0002288102 0.008821347
## 6 1.097630e-02 0.0037057055 0.0193361508 0.0029508998 0.010304834
## 7 2.426233e-02 0.0293302265 0.0035438972 0.0299153100 0.020680875
## 8 1.176450e-02 0.0178484564 0.0281853960 0.0068073758 0.004930825
## 9 5.615917e-03 0.0078812158 0.0034628875 0.0007916287 0.024252315
## 10 7.351706e-03 0.0002360754 0.0128182972 0.0397456821 0.024119780
## 11 1.300586e-02 0.0257919544 0.0303641121 0.0180542112 0.008045789
## 12 6.672129e-05 0.0056246625 0.0186608463 0.0135071313 0.015926143
## 13 1.547510e-02 0.0139253809 0.0227163619 0.0035267745 0.001295207
## 14 2.662356e-02 0.0052358326 0.0100731292 0.0011944513 0.009495290
## 15 7.698439e-03 0.0046918736 0.0041233037 0.0141025964 0.010046617
## 16 2.437914e-02 0.0016677943 0.0382673370 0.0058974183 0.019274826
## 17 1.025170e-02 0.0246958108 0.0181019454 0.0094167531 0.017100243
## 18 1.229489e-02 0.0257553935 0.0306201751 0.0212227537 0.007262228
## 19 7.100216e-03 0.0014550918 0.0251107596 0.0031950390 0.026141851
## 20 3.564825e-02 0.0137136493 0.0006533485 0.0122610400 0.020385249
## 21 1.393743e-02 0.0026076091 0.0073583512 0.0146256496 0.012002641
## PC16.9 PC17.9 PC18.9 PC19.9 PC20.9
## 1 0.001859075 0.0103639658 0.0248252745 0.012608747 0.010017276
## 2 0.017804752 0.0077512223 0.0128130960 0.026403612 0.037637801
## 3 0.005221424 0.0363839623 0.0093520641 0.007566880 0.011437563
## 4 0.042387978 0.0099082432 0.0104051803 0.008058136 0.008551660
## 5 0.027479349 0.0460781910 0.0166098046 0.002776522 0.004382109
## 6 0.014187673 0.0039142510 0.0034113469 0.018170476 0.015847075
## 7 0.016643685 0.0140970148 0.0008651406 0.003568520 0.012691021
## 8 0.051505417 0.0124359168 0.0223233990 0.009565153 0.023047859
## 9 0.024049301 0.0088987259 0.0373760421 0.029610708 0.022473493
## 10 0.020222250 0.0046754910 0.0001654039 0.001707040 0.037763175
## 11 0.011166111 0.0075813830 0.0310925126 0.009605183 0.016777008
## 12 0.014508125 0.0233019901 0.0392991538 0.023920715 0.018546330
## 13 0.001816857 0.0375070479 0.0167054934 0.019291414 0.024974276
## 14 0.015421788 0.0042930855 0.0015598852 0.001341294 0.015515080
## 15 0.020743826 0.0165994936 0.0008684669 0.012028860 0.009796412
## 16 0.012794286 0.0355156853 0.0147640123 0.014235093 0.033777986
## 17 0.002798045 0.0004136718 0.0032913441 0.036081187 0.022488120
## 18 0.005321750 0.0211236012 0.0125916567 0.011270142 0.009007826
## 19 0.032150140 0.0249982477 0.0099390354 0.001015508 0.028130418
## 20 0.012446626 0.0287832542 0.0449375971 0.010910470 0.013056997
## 21 0.011577729 0.0106277830 0.0074264591 0.008412830 0.005304519
## PC21.9 PC22.9 PC23.9 PC24.9 PC25.9
## 1 0.0001345493 0.008186898 0.025278109 0.0248918791 0.0142626029
## 2 0.0222197439 0.028651075 0.006057446 0.0031096402 0.0141948225
## 3 0.0120367742 0.006492552 0.025090979 0.0076141741 0.0108427881
## 4 0.0032436272 0.019921910 0.006313250 0.0152701300 0.0034042358
## 5 0.0346375529 0.021843039 0.003062546 0.0003178231 0.0118226880
## 6 0.0054693550 0.002230891 0.002246492 0.0431221266 0.0069656442
## 7 0.0029085738 0.003609686 0.033189200 0.0045110901 0.0005069328
## 8 0.0224158755 0.026599861 0.002215983 0.0246291856 0.0395338986
## 9 0.0119503698 0.014034093 0.007340199 0.0269439299 0.0029602518
## 10 0.0047122443 0.026841105 0.009816194 0.0059739319 0.0186116710
## 11 0.0028087050 0.006291520 0.011286880 0.0152568543 0.0015038946
## 12 0.0111727952 0.017586233 0.017410280 0.0063199884 0.0417411276
## 13 0.0040991257 0.025857755 0.018095625 0.0068183260 0.0034363369
## 14 0.0197209359 0.018648958 0.033244470 0.0041696083 0.0044132283
## 15 0.0137070601 0.037034278 0.033229187 0.0092151373 0.0293152820
## 16 0.0041214729 0.006254485 0.025813643 0.0350245697 0.0188720143
## 17 0.0189197227 0.011820382 0.004909622 0.0191033895 0.0214518746
## 18 0.0210301845 0.009541089 0.008640952 0.0082648374 0.0025007969
## 19 0.0171683156 0.016052966 0.026595132 0.0384892121 0.0118781100
## 20 0.0002768048 0.012153475 0.022789427 0.0244319393 0.0230774302
## 21 0.0086090480 0.001701926 0.005442440 0.0288479627 0.0166479520
## PC26.9 PC27.9 PC28.9 PC29.9 PC30.9
## 1 0.0030453208 0.002932434 0.0180404239 0.003481406 0.007295083
## 2 0.0171842264 0.007296346 0.0118451590 0.009398466 0.009063479
## 3 0.0070098740 0.027882938 0.0084579786 0.004275274 0.014400389
## 4 0.0313247193 0.003351852 0.0108956346 0.010482390 0.042617037
## 5 0.0113333903 0.012162201 0.0108023605 0.023517013 0.002080816
## 6 0.0278208041 0.023849425 0.0040261805 0.001481527 0.009979675
## 7 0.0003158871 0.016106481 0.0310532446 0.021717151 0.002443015
## 8 0.0075454364 0.006170652 0.0006502502 0.007945921 0.004798055
## 9 0.0172001321 0.027199242 0.0127030288 0.016462168 0.029320502
## 10 0.0258224249 0.004136018 0.0003579466 0.032402692 0.001930179
## 11 0.0068199875 0.011248786 0.0154582198 0.006204654 0.047204090
## 12 0.0112410122 0.026531295 0.0412219433 0.021384707 0.011077504
## 13 0.0168799970 0.007594187 0.0065093773 0.003071156 0.010824531
## 14 0.0333075391 0.009299084 0.0177794941 0.012593345 0.014068196
## 15 0.0022055966 0.016776723 0.0037381892 0.018598888 0.001219636
## 16 0.0212950138 0.012517448 0.0106559708 0.013515841 0.005792605
## 17 0.0141023357 0.042569943 0.0387244870 0.019867295 0.025893148
## 18 0.0180535255 0.011820683 0.0116804969 0.018643151 0.007750826
## 19 0.0102737660 0.013511713 0.0114065064 0.022090320 0.031967155
## 20 0.0316467438 0.004983032 0.0307676886 0.013948056 0.042075860
## 21 0.0045539199 0.002824760 0.0023690702 0.015393098 0.031319314
## PC31.9 PC32.9 PC33.9 PC34.9 PC35.9
## 1 0.0012022091 0.0218181559 0.0087272487 0.0107511727 0.0214846867
## 2 0.0275375478 0.0047151030 0.0247158818 0.0311409980 0.0041845470
## 3 0.0030584393 0.0104223994 0.0116722419 0.0265106743 0.0001300507
## 4 0.0344471057 0.0249055008 0.0074911357 0.0108015540 0.0025048870
## 5 0.0031812551 0.0078498621 0.0196472971 0.0173828316 0.0146963403
## 6 0.0152637057 0.0162663946 0.0256329947 0.0074182728 0.0140772299
## 7 0.0374427474 0.0005015064 0.0002309027 0.0030895186 0.0373922638
## 8 0.0187215753 0.0017220402 0.0168366794 0.0131869014 0.0147790986
## 9 0.0106515821 0.0200756744 0.0031951368 0.0270470011 0.0074471883
## 10 0.0103903147 0.0189195769 0.0089904297 0.0087402349 0.0107143344
## 11 0.0016926689 0.0084589638 0.0170221307 0.0009184801 0.0379911299
## 12 0.0058638820 0.0161011067 0.0253661575 0.0060305240 0.0080198432
## 13 0.0059451298 0.0146436133 0.0189418102 0.0081385843 0.0287950756
## 14 0.0173706689 0.0035978570 0.0144664079 0.0040790932 0.0111861458
## 15 0.0279852696 0.0420744340 0.0028707683 0.0104003786 0.0133473051
## 16 0.0006276715 0.0237316993 0.0118552631 0.0062683245 0.0179204487
## 17 0.0166022219 0.0197211485 0.0102347161 0.0255129422 0.0156989112
## 18 0.0093624979 0.0064832838 0.0417843271 0.0286055986 0.0093387294
## 19 0.0049696001 0.0185987087 0.0037854684 0.0076944941 0.0127757896
## 20 0.0044997353 0.0119160664 0.0032904695 0.0175358222 0.0117784596
## 21 0.0080647349 0.0274023880 0.0063193302 0.0450600447 0.0128065007
## PC36.9 PC37.9 PC38.9 PC39.9 PC40.9
## 1 0.0329686349 0.010066207 0.010748328 0.0483936505 0.0075559333
## 2 0.0156696641 0.032762084 0.025308741 0.0103311717 0.0244133763
## 3 0.0090120708 0.008536677 0.006155270 0.0226132142 0.0032526810
## 4 0.0248665099 0.007964189 0.015840697 0.0054013909 0.0478201822
## 5 0.0296247802 0.020662605 0.014887879 0.0201818028 0.0195787940
## 6 0.0067088770 0.001442340 0.012314012 0.0237440060 0.0218981520
## 7 0.0153658244 0.001088287 0.002571623 0.0017424902 0.0008616916
## 8 0.0280928484 0.005949953 0.010549189 0.0212402604 0.0369623465
## 9 0.0006196092 0.014537090 0.007350681 0.0399378925 0.0019282402
## 10 0.0025025539 0.004266231 0.023206111 0.0006482205 0.0116785958
## 11 0.0038771189 0.037920854 0.010920916 0.0168818969 0.0079551524
## 12 0.0288395366 0.018833127 0.001502887 0.0001750696 0.0003577850
## 13 0.0045657375 0.007414103 0.002471392 0.0152522862 0.0167832010
## 14 0.0105766200 0.019161969 0.006130624 0.0111340485 0.0101693473
## 15 0.0173872873 0.001571913 0.014884835 0.0282106408 0.0254883104
## 16 0.0147256999 0.019021704 0.044370356 0.0013225617 0.0187690454
## 17 0.0060653835 0.015816652 0.009181122 0.0095197219 0.0056066994
## 18 0.0342467151 0.010044104 0.002584070 0.0109883234 0.0096932235
## 19 0.0059912201 0.006662558 0.011242512 0.0240057629 0.0267822260
## 20 0.0058763136 0.017559624 0.008483998 0.0194436570 0.0049116173
## 21 0.0136857294 0.026586491 0.017914765 0.0233524092 0.0102599234
## PC41.9 PC42.9 PC43.9 PC44.9 PC45.9
## 1 9.676640e-03 0.0153248634 0.017100043 0.0142447850 7.544264e-03
## 2 1.098049e-02 0.0068510931 0.007730266 0.0166797718 2.597762e-02
## 3 1.157027e-02 0.0348319425 0.017869632 0.0150544850 3.194426e-02
## 4 2.879770e-02 0.0263559006 0.005219606 0.0101290310 2.706038e-02
## 5 8.043337e-03 0.0001581613 0.000414364 0.0093585961 4.881017e-02
## 6 5.180017e-05 0.0063401439 0.007193893 0.0319733797 1.280308e-03
## 7 2.542620e-02 0.0170409778 0.014841274 0.0101314409 8.893756e-03
## 8 2.313443e-03 0.0127048526 0.029189045 0.0173184981 1.161915e-06
## 9 4.918339e-03 0.0017126056 0.002421392 0.0281666589 1.047668e-02
## 10 2.736056e-02 0.0068112101 0.000795879 0.0004903914 4.736047e-04
## 11 9.891196e-03 0.0200660088 0.013458194 0.0186957270 6.630258e-03
## 12 1.680392e-02 0.0140898402 0.046305247 0.0227728977 4.282224e-03
## 13 3.079813e-03 0.0309669190 0.015924592 0.0163349267 4.130735e-02
## 14 3.134918e-02 0.0194639827 0.041690854 0.0249021196 1.478015e-02
## 15 8.059540e-03 0.0203633106 0.006375211 0.0012015240 1.221618e-02
## 16 9.751090e-03 0.0050850272 0.028797715 0.0019139992 1.824593e-02
## 17 2.322842e-04 0.0044774087 0.025925866 0.0107523781 4.458127e-03
## 18 1.664219e-03 0.0053447019 0.005115243 0.0047047089 2.479715e-02
## 19 2.199111e-02 0.0269201528 0.019150156 0.0031657556 2.575223e-02
## 20 1.654482e-02 0.0068041554 0.025870268 0.0210734158 2.270468e-02
## 21 9.712448e-03 0.0287103854 0.006222037 0.0062976900 1.009946e-03
## PC46.9 PC47.9 PC48.9 PC49.9 PC50.9
## 1 0.006735028 0.040879558 0.012227268 0.008975692 0.0013177707
## 2 0.014454409 0.024376070 0.010841817 0.013645142 0.0003401361
## 3 0.006517117 0.014022444 0.006928971 0.011638277 0.0173617651
## 4 0.023231779 0.020923656 0.016321533 0.011960728 0.0203909090
## 5 0.015695294 0.016693805 0.023389065 0.030826123 0.0102615547
## 6 0.003594276 0.015753084 0.008018621 0.001047132 0.0054458274
## 7 0.020714443 0.005529082 0.032380201 0.016529460 0.0277537598
## 8 0.021883359 0.008104742 0.008913114 0.010557901 0.0055357245
## 9 0.015160754 0.002406753 0.047691461 0.014883303 0.0080353999
## 10 0.001786810 0.021218828 0.016964390 0.019034109 0.0278684969
## 11 0.010518328 0.010275324 0.008846563 0.020997691 0.0158671679
## 12 0.011845454 0.034604902 0.012362602 0.008435817 0.0215834301
## 13 0.010126927 0.016430223 0.019272333 0.014679402 0.0014358939
## 14 0.015754227 0.027899756 0.018652235 0.005286181 0.0258272228
## 15 0.015229575 0.004067766 0.021415245 0.008644322 0.0009013305
## 16 0.006393659 0.002017083 0.013948120 0.000675580 0.0184273011
## 17 0.030363916 0.013585938 0.019623754 0.009611119 0.0163555965
## 18 0.025504651 0.025993869 0.002408479 0.005842586 0.0050285835
## 19 0.007428793 0.004845564 0.053465401 0.007169404 0.0029971363
## 20 0.019649372 0.021996065 0.003254416 0.005851927 0.0061513152
## 21 0.001334873 0.017586159 0.017434662 0.037671790 0.0145545413
## PC51.9 PC52.9 PC53.9 PC54.9 PC55.9
## 1 3.230873e-02 0.005803143 0.0414613455 0.0118362828 0.0077361124
## 2 2.895155e-03 0.006215324 0.0089149065 0.0007387733 0.0192628629
## 3 5.893053e-03 0.009767312 0.0243144468 0.0171445546 0.0324275632
## 4 3.602512e-04 0.007965090 0.0003402151 0.0076261223 0.0089668291
## 5 2.393401e-02 0.005630739 0.0023678486 0.0040966143 0.0234174752
## 6 5.053185e-05 0.010399101 0.0050398196 0.0156212113 0.0375884773
## 7 3.225533e-03 0.009809450 0.0069686322 0.0010971014 0.0170561667
## 8 1.992136e-02 0.009049887 0.0120932326 0.0117237385 0.0019360316
## 9 6.677501e-04 0.022416943 0.0046828594 0.0098045072 0.0003477724
## 10 2.850958e-02 0.018949358 0.0239896580 0.0229405306 0.0199564132
## 11 7.824096e-03 0.022273503 0.0123513819 0.0002232964 0.0169745055
## 12 1.967542e-02 0.004889472 0.0240110550 0.0034722408 0.0096144876
## 13 2.842639e-02 0.029473732 0.0247756465 0.0504591551 0.0296859948
## 14 3.489990e-02 0.015408438 0.0240816375 0.0049659548 0.0207779032
## 15 2.131084e-02 0.026298120 0.0350156343 0.0164705989 0.0238570168
## 16 1.346689e-02 0.027534465 0.0079700799 0.0027662226 0.0045494981
## 17 3.928029e-03 0.005412476 0.0121770192 0.0186518929 0.0167067128
## 18 1.411048e-02 0.007149243 0.0356010823 0.0356283377 0.0108775144
## 19 1.334421e-02 0.004402327 0.0095169916 0.0066988085 0.0067861623
## 20 3.929382e-02 0.033265264 0.0014460615 0.0125827955 0.0109562284
## 21 1.279039e-02 0.006595781 0.0036184290 0.0276847937 0.0073353538
## PC56.9 PC57.9 PC58.9 PC59.9 PC60.9
## 1 0.0116623813 2.929235e-03 0.0013623026 0.0110865822 0.0068777974
## 2 0.0002334902 7.771962e-03 0.0120318199 0.0370319347 0.0154130219
## 3 0.0196462852 1.585068e-02 0.0009472866 0.0142924798 0.0142052170
## 4 0.0140110813 2.796952e-03 0.0117947049 0.0035312382 0.0054182727
## 5 0.0197683709 2.059362e-02 0.0108039513 0.0058408764 0.0200524530
## 6 0.0067186803 2.417361e-02 0.0030323568 0.0530815041 0.0033919948
## 7 0.0204379417 2.220509e-02 0.0057568211 0.0173497481 0.0146415426
## 8 0.0031441580 1.043155e-02 0.0053606678 0.0107233646 0.0112861807
## 9 0.0338410841 6.799493e-03 0.0045794819 0.0035929535 0.0021104248
## 10 0.0014114125 3.457381e-02 0.0005703724 0.0018083873 0.0071341350
## 11 0.0305796396 5.040301e-02 0.0228740493 0.0170088588 0.0200689902
## 12 0.0287811963 8.437052e-03 0.0209606836 0.0001859973 0.0081974840
## 13 0.0003145702 6.370686e-03 0.0084707774 0.0092398274 0.0163669890
## 14 0.0174283978 9.265319e-03 0.0150806355 0.0045754059 0.0055820639
## 15 0.0080749649 1.831849e-02 0.0116716019 0.0049112652 0.0136558565
## 16 0.0181389022 5.190003e-05 0.0097139029 0.0465074616 0.0327891300
## 17 0.0302823006 6.870612e-04 0.0012665386 0.0265810576 0.0006534196
## 18 0.0106730363 1.599710e-03 0.0075136757 0.0155025141 0.0527958195
## 19 0.0061490947 2.788803e-02 0.0131300471 0.0119149345 0.0284977274
## 20 0.0011959113 2.030594e-02 0.0113508668 0.0170113237 0.0178330426
## 21 0.0172721071 1.147110e-02 0.0333398061 0.0206921302 0.0047223287
## PC61.9 PC62.9 PC63.9 PC64.9 PC65.9
## 1 0.001825640 0.0004763906 0.012246761 0.0049039762 5.585402e-03
## 2 0.015238303 0.0177678492 0.017580770 0.0072883655 1.029196e-02
## 3 0.005447547 0.0475253117 0.027747199 0.0240274807 1.512921e-02
## 4 0.001842955 0.0128890391 0.025757440 0.0165285383 8.305204e-03
## 5 0.017076143 0.0140479593 0.004005805 0.0067793347 1.766437e-02
## 6 0.018109541 0.0003451716 0.026490567 0.0401983871 2.667462e-02
## 7 0.030349411 0.0002165496 0.001920552 0.0357412557 2.299145e-03
## 8 0.005941724 0.0234319257 0.045107518 0.0060157216 2.874827e-02
## 9 0.011671938 0.0065130007 0.016457479 0.0226606265 1.668568e-02
## 10 0.028753872 0.0022581916 0.006231804 0.0229996852 4.484612e-03
## 11 0.028272692 0.0048149618 0.012401349 0.0093039685 9.480562e-05
## 12 0.007794702 0.0067100558 0.014677214 0.0001243280 9.623472e-03
## 13 0.006788166 0.0183052132 0.002879448 0.0008058106 5.078441e-04
## 14 0.003381650 0.0257091467 0.019184373 0.0097488212 2.494144e-02
## 15 0.028815366 0.0373239206 0.004176477 0.0079865294 1.296456e-02
## 16 0.005858272 0.0087468265 0.002526312 0.0182435517 8.007964e-03
## 17 0.004606716 0.0382235860 0.034743555 0.0077435102 1.001768e-02
## 18 0.002828014 0.0250566772 0.015687418 0.0149730563 1.018421e-02
## 19 0.006698215 0.0049344800 0.001779919 0.0078872235 2.852583e-03
## 20 0.016984420 0.0006758373 0.004312326 0.0045730150 2.207759e-02
## 21 0.033646582 0.0271619573 0.036119256 0.0077472770 3.626377e-02
## PC66.9 PC67.9 PC68.9
## 1 0.019612045 1.108931e-02 0.0092625906
## 2 0.008172666 6.690235e-03 0.0290887373
## 3 0.001768470 8.809235e-04 0.0202401258
## 4 0.013816156 3.404221e-03 0.0023676781
## 5 0.025584274 9.485408e-03 0.0062622921
## 6 0.019508073 3.354950e-03 0.0006156937
## 7 0.000491490 3.812854e-02 0.0013843133
## 8 0.013447794 2.781725e-02 0.0109481637
## 9 0.023528320 3.120868e-02 0.0180189870
## 10 0.049476845 1.479443e-02 0.0059881318
## 11 0.012938499 1.220094e-02 0.0082811154
## 12 0.010578671 1.604362e-02 0.0121917775
## 13 0.005562486 7.965321e-05 0.0113511622
## 14 0.032972251 9.886671e-03 0.0156976393
## 15 0.023997626 4.366769e-03 0.0302318253
## 16 0.016319285 1.333116e-02 0.0221388427
## 17 0.016299461 1.346634e-02 0.0261225260
## 18 0.023423474 7.941836e-03 0.0196420568
## 19 0.003270557 5.397105e-03 0.0281049725
## 20 0.008488602 6.659960e-03 0.0116888410
## 21 0.007197739 2.911871e-02 0.0001917411
## programN.10 PC1.10 PC2.10
## 1 International.and.Comparative.Education 0.0211310159 0.021317674
## 2 Instructional.Technology.and.Media 0.0012299612 0.001435074
## 3 Nutrition 0.0130965562 0.017259920
## 4 Inclusive.Education 0.0170615072 0.010920638
## 5 Physiology 0.0145740709 0.036751371
## 6 Art.Education 0.0155564979 0.002048307
## 7 Social.Organizational.Psychology 0.0318410169 0.008441504
## 8 Cognitive.Science 0.0004729092 0.017468663
## 9 Sexuality..Women.and.Gender.in.Psychology 0.0216615570 0.026960344
## 10 Communication.Sciences.and.Disorders 0.0122222491 0.021605319
## 11 Curriculum.and.Teaching 0.0063964291 0.020275903
## 12 Bilingual.Bicultural.Education 0.0276069141 0.013406975
## 13 Sociology 0.0215823333 0.024251895
## 14 Motor.Learning.and.Control 0.0103610148 0.007760468
## 15 Music 0.0013313270 0.009494630
## 16 College.Advising 0.0203485432 0.009774807
## 17 Communication.Media.and.Learning.Technologies 0.0075316150 0.001195994
## 18 Psychological.Counseling 0.0056757968 0.030173588
## 19 Learning.Analytics 0.0056459553 0.002782266
## 20 Developmental.Psychology 0.0134623097 0.022812501
## 21 Urban.Education 0.0281556432 0.004910671
## PC3.10 PC4.10 PC5.10 PC6.10 PC7.10
## 1 0.0015737879 0.0026405401 0.015324399 0.0156102970 0.0005809751
## 2 0.0411508592 0.0139205598 0.005302009 0.0184542485 0.0156882776
## 3 0.0168468987 0.0025104521 0.003856389 0.0235834428 0.0010329779
## 4 0.0032186462 0.0005861185 0.022383499 0.0297825498 0.0152540510
## 5 0.0037967058 0.0192356188 0.005857138 0.0047655130 0.0085070441
## 6 0.0089310749 0.0020734548 0.022933112 0.0089905332 0.0244124229
## 7 0.0116379852 0.0017916352 0.009742845 0.0136477547 0.0032897977
## 8 0.0481096185 0.0224692585 0.009744760 0.0120697447 0.0079184629
## 9 0.0039637231 0.0126042931 0.023231967 0.0241148815 0.0164765555
## 10 0.0114353776 0.0216968948 0.011556281 0.0310619020 0.0451035789
## 11 0.0124009592 0.0210893447 0.002122926 0.0169547295 0.0030758181
## 12 0.0068110215 0.0283298432 0.005426524 0.0187132195 0.0284029244
## 13 0.0045334295 0.0278952166 0.002804944 0.0061365878 0.0112917391
## 14 0.0277887185 0.0129907983 0.017326761 0.0177154862 0.0009343611
## 15 0.0221763981 0.0040015203 0.033295249 0.0005785762 0.0398136107
## 16 0.0163386154 0.0086642029 0.024373204 0.0146771685 0.0109723742
## 17 0.0359331333 0.0045449315 0.013646469 0.0006050177 0.0209115105
## 18 0.0132593925 0.0271907105 0.023092825 0.0185385286 0.0011510428
## 19 0.0488769671 0.0065973590 0.001854961 0.0256304790 0.0233082384
## 20 0.0003474403 0.0001572700 0.010744894 0.0006575599 0.0014403425
## 21 0.0076600332 0.0119702405 0.029310308 0.0076374091 0.0094355140
## PC8.10 PC9.10 PC10.10 PC11.10 PC12.10
## 1 0.0495759211 0.0095036013 0.0015536521 0.04058292 0.007378154
## 2 0.0170612770 0.0008755746 0.0064278971 0.03974577 0.031527978
## 3 0.0009109188 0.0454149533 0.0028813655 0.03953013 0.019583909
## 4 0.0071218003 0.0093675312 0.0180083256 0.03564825 0.013713649
## 5 0.0121030646 0.0130034298 0.0099895795 0.03500399 0.016826299
## 6 0.0067335669 0.0010485654 0.0354939210 0.03428166 0.024098872
## 7 0.0243186267 0.0219437547 0.0132336368 0.03331628 0.027240108
## 8 0.0089828445 0.0093277723 0.0019688466 0.03248569 0.001500996
## 9 0.0133393896 0.0206291296 0.0133064824 0.02809926 0.013508356
## 10 0.0201804760 0.0036702273 0.0100800326 0.02732295 0.003080459
## 11 0.0112353671 0.0441473749 0.0024636900 0.02715194 0.005730825
## 12 0.0043779484 0.0218536863 0.0227016327 0.02662356 0.005235833
## 13 0.0070614680 0.0012963323 0.0150742112 0.02622339 0.008732706
## 14 0.0287982992 0.0033622589 0.0048056787 0.02540004 0.048894719
## 15 0.0079498414 0.0232273438 0.0144477798 0.02445492 0.021981160
## 16 0.0150352054 0.0018656180 0.0199292707 0.02437914 0.001667794
## 17 0.0393046696 0.0082351913 0.0295657210 0.02426233 0.029330227
## 18 0.0006924103 0.0179944007 0.0007766548 0.02270951 0.005072075
## 19 0.0235058202 0.0094323359 0.0153262453 0.01986265 0.011695803
## 20 0.0250115497 0.0318957775 0.0353662917 0.01913504 0.017596192
## 21 0.0368882006 0.0200579649 0.0068444197 0.01807010 0.005481427
## PC13.10 PC14.10 PC15.10 PC16.10 PC17.10
## 1 0.0044826857 0.0114409155 0.012250836 0.002374252 0.0060490029
## 2 0.0266299592 0.0024967029 0.010179991 0.025128055 0.0011513687
## 3 0.0253531468 0.0080098225 0.013481952 0.005945587 0.0198765891
## 4 0.0006533485 0.0122610400 0.020385249 0.012446626 0.0287832542
## 5 0.0110960670 0.0001699382 0.005898274 0.018227567 0.0090266772
## 6 0.0317734411 0.0082763818 0.014734178 0.042387978 0.0099082432
## 7 0.0183521730 0.0152088065 0.015892774 0.018681853 0.0015579368
## 8 0.0005854564 0.0031722963 0.006098585 0.005252680 0.0257481358
## 9 0.0095990422 0.0028277341 0.024154270 0.003440244 0.0041580796
## 10 0.0063129079 0.0127541932 0.008631775 0.014593970 0.0006396479
## 11 0.0151856779 0.0097664484 0.048463121 0.027299040 0.0187114066
## 12 0.0100731292 0.0011944513 0.009495290 0.015421788 0.0042930855
## 13 0.0003873450 0.0205601763 0.009152638 0.008549125 0.0077309109
## 14 0.0019432972 0.0079584375 0.016469461 0.003954822 0.0086730310
## 15 0.0185234630 0.0119186711 0.025923882 0.008021661 0.0151384369
## 16 0.0382673370 0.0058974183 0.019274826 0.012794286 0.0355156853
## 17 0.0035438972 0.0299153100 0.020680875 0.016643685 0.0140970148
## 18 0.0051420483 0.0244578886 0.007805007 0.011878138 0.0177122036
## 19 0.0341390013 0.0005865174 0.012734843 0.009187963 0.0061049139
## 20 0.0241897580 0.0002288102 0.008821347 0.027479349 0.0460781910
## 21 0.0010188237 0.0224124471 0.005022715 0.005434683 0.0191702590
## PC18.10 PC19.10 PC20.10 PC21.10 PC22.10
## 1 0.0101520869 0.0226152703 0.016462858 0.0197272744 0.016701146
## 2 0.0181802721 0.0036014507 0.005014762 0.0409427963 0.014020754
## 3 0.0047318980 0.0045731532 0.006173864 0.0056299816 0.027987748
## 4 0.0449375971 0.0109104699 0.013056997 0.0002768048 0.012153475
## 5 0.0149678383 0.0122783413 0.021873948 0.0014018943 0.008686369
## 6 0.0104051803 0.0080581355 0.008551660 0.0032436272 0.019921910
## 7 0.0133839943 0.0121853733 0.002579359 0.0008305934 0.026972033
## 8 0.0107360358 0.0291208804 0.006395776 0.0298789547 0.012571903
## 9 0.0130532772 0.0139754359 0.017997007 0.0094939382 0.004287865
## 10 0.0006730579 0.0210853325 0.001082123 0.0081284155 0.011728583
## 11 0.0059827228 0.0296917069 0.016885039 0.0028654487 0.020747308
## 12 0.0015598852 0.0013412938 0.015515080 0.0197209359 0.018648958
## 13 0.0332793784 0.0387235928 0.003486161 0.0240717349 0.023357398
## 14 0.0014022432 0.0161430408 0.004918364 0.0135797185 0.038076344
## 15 0.0101918827 0.0165709135 0.021952516 0.0395126697 0.019809772
## 16 0.0147640123 0.0142350935 0.033777986 0.0041214729 0.006254485
## 17 0.0008651406 0.0035685196 0.012691021 0.0029085738 0.003609686
## 18 0.0292384912 0.0198159657 0.013080943 0.0434413242 0.002273451
## 19 0.0107903838 0.0004799608 0.019093037 0.0042711709 0.001858745
## 20 0.0166098046 0.0027765216 0.004382109 0.0346375529 0.021843039
## 21 0.0109936899 0.0172040045 0.006300514 0.0101020121 0.001479783
## PC23.10 PC24.10 PC25.10 PC26.10 PC27.10
## 1 0.009703993 0.0031659007 0.0281783295 0.0154548903 0.004233637
## 2 0.024234955 0.0142068212 0.0086044239 0.0070329895 0.006573566
## 3 0.008317954 0.0115328840 0.0056323336 0.0261333384 0.024874627
## 4 0.022789427 0.0244319393 0.0230774302 0.0316467438 0.004983032
## 5 0.006160452 0.0091902405 0.0132747965 0.0235061914 0.030570803
## 6 0.006313250 0.0152701300 0.0034042358 0.0313247193 0.003351852
## 7 0.015983431 0.0205031336 0.0015980783 0.0276564918 0.015701324
## 8 0.016372453 0.0226486866 0.0065363706 0.0090582997 0.033969504
## 9 0.018692916 0.0170201715 0.0246005033 0.0117664090 0.007402011
## 10 0.015860923 0.0105237618 0.0334632115 0.0082566721 0.014012758
## 11 0.011529385 0.0248510128 0.0168177139 0.0067012627 0.003219144
## 12 0.033244470 0.0041696083 0.0044132283 0.0333075391 0.009299084
## 13 0.014647606 0.0371095575 0.0005793825 0.0058538135 0.011773129
## 14 0.022639671 0.0076574352 0.0406986876 0.0124316709 0.011483059
## 15 0.030475818 0.0093538918 0.0165904965 0.0051181020 0.006343802
## 16 0.025813643 0.0350245697 0.0188720143 0.0212950138 0.012517448
## 17 0.033189200 0.0045110901 0.0005069328 0.0003158871 0.016106481
## 18 0.008232161 0.0044123689 0.0027872215 0.0066630964 0.014710568
## 19 0.027908018 0.0142569460 0.0141646230 0.0119053616 0.000689891
## 20 0.003062546 0.0003178231 0.0118226880 0.0113333903 0.012162201
## 21 0.021909496 0.0221844936 0.0126750065 0.0161639084 0.013996912
## PC28.10 PC29.10 PC30.10 PC31.10 PC32.10
## 1 0.016619531 0.004455300 0.0012666083 0.0315345745 0.0149182965
## 2 0.020142061 0.029238905 0.0201803444 0.0114545862 0.0028676726
## 3 0.006575149 0.057890936 0.0055779811 0.0296157903 0.0002693448
## 4 0.030767689 0.013948056 0.0420758605 0.0044997353 0.0119160664
## 5 0.023033221 0.031196537 0.0151084641 0.0376367447 0.0208240629
## 6 0.010895635 0.010482390 0.0426170373 0.0344471057 0.0249055008
## 7 0.014740161 0.014448230 0.0052878618 0.0190117255 0.0196204973
## 8 0.011712174 0.023250284 0.0104910231 0.0284168204 0.0034747865
## 9 0.020221563 0.021625613 0.0042572359 0.0247241466 0.0107931755
## 10 0.023664283 0.021435048 0.0214544959 0.0143631984 0.0095776196
## 11 0.022670003 0.013510914 0.0043574821 0.0059760276 0.0099387450
## 12 0.017779494 0.012593345 0.0140681962 0.0173706689 0.0035978570
## 13 0.013928053 0.014414900 0.0350874878 0.0062637177 0.0070412983
## 14 0.036482363 0.010744052 0.0059635089 0.0026539200 0.0416127144
## 15 0.008623215 0.006823199 0.0089795277 0.0054854926 0.0129087503
## 16 0.010655971 0.013515841 0.0057926046 0.0006276715 0.0237316993
## 17 0.031053245 0.021717151 0.0024430145 0.0374427474 0.0005015064
## 18 0.030881220 0.010377512 0.0001298397 0.0081691680 0.0184546139
## 19 0.001272501 0.002602080 0.0051363451 0.0167452551 0.0203302489
## 20 0.010802360 0.023517013 0.0020808158 0.0031812551 0.0078498621
## 21 0.043680879 0.023252297 0.0196662194 0.0101542360 0.0222802022
## PC33.10 PC34.10 PC35.10 PC36.10 PC37.10
## 1 0.0186299837 0.0186326257 0.010350318 0.0350654458 0.0300963681
## 2 0.0078546589 0.0017461873 0.003523513 0.0042198495 0.0200163141
## 3 0.0026487843 0.0132779417 0.022576989 0.0112828676 0.0001471242
## 4 0.0032904695 0.0175358222 0.011778460 0.0058763136 0.0175596240
## 5 0.0172165126 0.0208803279 0.017956477 0.0231480447 0.0342251827
## 6 0.0074911357 0.0108015540 0.002504887 0.0248665099 0.0079641889
## 7 0.0170805627 0.0258637546 0.014100095 0.0142767216 0.0072666921
## 8 0.0018882861 0.0099352587 0.003505102 0.0088197930 0.0068110633
## 9 0.0221986133 0.0463595486 0.019166348 0.0043878701 0.0071293894
## 10 0.0141383440 0.0006488152 0.003352840 0.0106133888 0.0011770102
## 11 0.0242688886 0.0079030393 0.001158178 0.0021875264 0.0021328520
## 12 0.0144664079 0.0040790932 0.011186146 0.0105766200 0.0191619692
## 13 0.0078761134 0.0145056557 0.019847812 0.0206857688 0.0434950131
## 14 0.0155586613 0.0038387414 0.013510519 0.0071777203 0.0079565512
## 15 0.0037075278 0.0332421854 0.001567064 0.0282139147 0.0256849278
## 16 0.0118552631 0.0062683245 0.017920449 0.0147256999 0.0190217040
## 17 0.0002309027 0.0030895186 0.037392264 0.0153658244 0.0010882873
## 18 0.0295608177 0.0123647695 0.018798020 0.0028557961 0.0286790383
## 19 0.0157160560 0.0116936591 0.044861974 0.0009660533 0.0022041376
## 20 0.0196472971 0.0173828316 0.014696340 0.0296247802 0.0206626050
## 21 0.0022393692 0.0123471766 0.006373069 0.0109471119 0.0370175504
## PC38.10 PC39.10 PC40.10 PC41.10 PC42.10
## 1 0.019489996 0.007544927 7.898263e-05 8.608210e-03 0.0048972628
## 2 0.003643394 0.001428094 1.820152e-02 4.867052e-02 0.0153110504
## 3 0.005862358 0.017465713 2.279764e-02 2.937106e-02 0.0080766268
## 4 0.008483998 0.019443657 4.911617e-03 1.654482e-02 0.0068041554
## 5 0.001936499 0.022539187 1.376366e-02 1.823445e-02 0.0239487675
## 6 0.015840697 0.005401391 4.782018e-02 2.879770e-02 0.0263559006
## 7 0.014308223 0.003088293 5.811366e-04 1.472616e-02 0.0044521728
## 8 0.024973398 0.011010357 7.382782e-03 7.596383e-03 0.0159441600
## 9 0.007958182 0.002601923 1.744477e-03 7.651826e-03 0.0303072881
## 10 0.021121889 0.011674231 4.629703e-02 6.054332e-03 0.0210037045
## 11 0.017632292 0.034265401 1.265250e-02 8.513003e-03 0.0129162100
## 12 0.006130624 0.011134049 1.016935e-02 3.134918e-02 0.0194639827
## 13 0.007439036 0.019558830 2.239831e-02 8.467525e-03 0.0329012285
## 14 0.006085835 0.015141935 2.442443e-02 1.884292e-02 0.0151085810
## 15 0.015024316 0.011540339 1.881309e-02 8.162331e-05 0.0034265889
## 16 0.044370356 0.001322562 1.876905e-02 9.751090e-03 0.0050850272
## 17 0.002571623 0.001742490 8.616916e-04 2.542620e-02 0.0170409778
## 18 0.019406810 0.004717609 8.846041e-05 3.456438e-02 0.0183645191
## 19 0.010954433 0.004891132 3.438280e-02 1.542802e-02 0.0007578696
## 20 0.014887879 0.020181803 1.957879e-02 8.043337e-03 0.0001581613
## 21 0.030976287 0.005790322 8.036488e-03 2.495149e-02 0.0126875766
## PC43.10 PC44.10 PC45.10 PC46.10 PC47.10
## 1 0.031992737 0.000470291 0.016489206 1.123353e-02 0.0156594331
## 2 0.001605145 0.007452958 0.001312694 1.676173e-03 0.0116138027
## 3 0.008436541 0.001395055 0.001118995 7.033337e-05 0.0054505524
## 4 0.025870268 0.021073416 0.022704675 1.964937e-02 0.0219960654
## 5 0.008844516 0.017324525 0.004533967 7.415926e-03 0.0042818520
## 6 0.005219606 0.010129031 0.027060375 2.323178e-02 0.0209236556
## 7 0.022892589 0.026131958 0.023149709 2.135217e-02 0.0004494576
## 8 0.017425841 0.008043164 0.006187667 2.345018e-02 0.0248339951
## 9 0.025638410 0.006215405 0.008202022 2.074739e-02 0.0011228177
## 10 0.024645444 0.039125792 0.017920101 1.491830e-02 0.0039446700
## 11 0.010799224 0.003990016 0.007330942 2.109297e-03 0.0064423215
## 12 0.041690854 0.024902120 0.014780146 1.575423e-02 0.0278997555
## 13 0.013574254 0.006483362 0.017747768 8.612097e-03 0.0234172702
## 14 0.018589551 0.027178517 0.004424083 2.149725e-02 0.0210493396
## 15 0.009059190 0.003960035 0.010282711 2.272018e-02 0.0149340891
## 16 0.028797715 0.001913999 0.018245926 6.393659e-03 0.0020170834
## 17 0.014841274 0.010131441 0.008893756 2.071444e-02 0.0055290824
## 18 0.007491548 0.055101508 0.014123210 4.329316e-02 0.0069080557
## 19 0.031790385 0.012790029 0.018912153 2.432678e-02 0.0057004950
## 20 0.000414364 0.009358596 0.048810168 1.569529e-02 0.0166938051
## 21 0.012327293 0.015332884 0.003084319 3.872223e-03 0.0088374374
## PC48.10 PC49.10 PC50.10 PC51.10 PC52.10
## 1 0.0077271899 0.017799228 0.014726577 0.0080287803 0.020504678
## 2 0.0056535034 0.048671768 0.027529602 0.0225559026 0.026505585
## 3 0.0227008622 0.006134355 0.024858315 0.0174147560 0.003283311
## 4 0.0032544164 0.005851927 0.006151315 0.0392938182 0.033265264
## 5 0.0191164475 0.005849950 0.016530684 0.0379471377 0.008881274
## 6 0.0163215330 0.011960728 0.020390909 0.0003602512 0.007965090
## 7 0.0127161112 0.019931017 0.028859870 0.0117085853 0.023421432
## 8 0.0123416760 0.018043596 0.017335830 0.0118349531 0.015759341
## 9 0.0036871116 0.001709257 0.006240370 0.0290759161 0.002930999
## 10 0.0200509846 0.007372473 0.020830931 0.0384915651 0.004252518
## 11 0.0005942735 0.030270919 0.015564149 0.0188651661 0.011721599
## 12 0.0186522351 0.005286181 0.025827223 0.0348999035 0.015408438
## 13 0.0147734090 0.005743079 0.021928051 0.0142356650 0.006706854
## 14 0.0390563310 0.007531165 0.023675433 0.0154326407 0.024887811
## 15 0.0025083826 0.027603506 0.012374253 0.0049943191 0.021026577
## 16 0.0139481196 0.000675580 0.018427301 0.0134668851 0.027534465
## 17 0.0323802009 0.016529460 0.027753760 0.0032255325 0.009809450
## 18 0.0119862419 0.007858785 0.007771809 0.0007122451 0.021253623
## 19 0.0021194433 0.007807132 0.025720018 0.0118096775 0.048425270
## 20 0.0233890647 0.030826123 0.010261555 0.0239340125 0.005630739
## 21 0.0441306887 0.015009847 0.001412037 0.0227222457 0.005435733
## PC53.10 PC54.10 PC55.10 PC56.10 PC57.10
## 1 0.0091205337 0.0252850929 0.0214486162 0.0049754763 1.764539e-02
## 2 0.0067752280 0.0047643213 0.0120984899 0.0173847375 8.930565e-03
## 3 0.0161508867 0.0250851364 0.0044339644 0.0187162825 8.755823e-03
## 4 0.0014460615 0.0125827955 0.0109562284 0.0011959113 2.030594e-02
## 5 0.0035079314 0.0166824679 0.0104525930 0.0340629232 4.179932e-03
## 6 0.0003402151 0.0076261223 0.0089668291 0.0140110813 2.796952e-03
## 7 0.0215750735 0.0161880548 0.0085273782 0.0168627412 1.525415e-02
## 8 0.0212736010 0.0232615693 0.0206463817 0.0001945403 2.990427e-02
## 9 0.0379608313 0.0320571934 0.0027015202 0.0086863854 2.566853e-02
## 10 0.0264895088 0.0154717497 0.0099702683 0.0171239753 2.042082e-02
## 11 0.0084164123 0.0300685024 0.0118851146 0.0415885848 5.425375e-03
## 12 0.0240816375 0.0049659548 0.0207779032 0.0174283978 9.265319e-03
## 13 0.0043644760 0.0079230424 0.0016213797 0.0178425836 3.633869e-02
## 14 0.0073984141 0.0111963175 0.0067305232 0.0091918884 1.357791e-02
## 15 0.0218063432 0.0229360323 0.0016926755 0.0483129522 1.018414e-02
## 16 0.0079700799 0.0027662226 0.0045494981 0.0181389022 5.190003e-05
## 17 0.0069686322 0.0010971014 0.0170561667 0.0204379417 2.220509e-02
## 18 0.0162096397 0.0001327207 0.0018413514 0.0193079703 2.492916e-02
## 19 0.0347323205 0.0147438510 0.0001741339 0.0074701610 1.834927e-02
## 20 0.0023678486 0.0040966143 0.0234174752 0.0197683709 2.059362e-02
## 21 0.0003310062 0.0319835895 0.0276264632 0.0173797478 5.879765e-04
## PC58.10 PC59.10 PC60.10 PC61.10 PC62.10
## 1 0.0127410397 0.0018245179 0.0124205041 0.0189889279 0.0200988905
## 2 0.0094859202 0.0179912196 0.0008404033 0.0180262040 0.0031914290
## 3 0.0163066446 0.0161335561 0.0411753410 0.0001218313 0.0126564643
## 4 0.0113508668 0.0170113237 0.0178330426 0.0169844203 0.0006758373
## 5 0.0322035596 0.0114455837 0.0176314357 0.0009550841 0.0039387227
## 6 0.0117947049 0.0035312382 0.0054182727 0.0018429547 0.0128890391
## 7 0.0143262533 0.0212396008 0.0250836070 0.0276943342 0.0365043274
## 8 0.0131431079 0.0414309789 0.0272649443 0.0233876152 0.0150682489
## 9 0.0128126667 0.0114304209 0.0201215702 0.0158693475 0.0223570487
## 10 0.0365678794 0.0002426167 0.0027713080 0.0143880794 0.0124579160
## 11 0.0192126686 0.0155819095 0.0086626760 0.0174207142 0.0003912263
## 12 0.0150806355 0.0045754059 0.0055820639 0.0033816502 0.0257091467
## 13 0.0275029508 0.0036902351 0.0059780048 0.0151243999 0.0016902317
## 14 0.0152486166 0.0036510912 0.0218361221 0.0117795543 0.0142687579
## 15 0.0078136921 0.0021907568 0.0009684508 0.0298568958 0.0059643847
## 16 0.0097139029 0.0465074616 0.0327891300 0.0058582721 0.0087468265
## 17 0.0057568211 0.0173497481 0.0146415426 0.0303494108 0.0002165496
## 18 0.0001651332 0.0240504419 0.0024020792 0.0290625104 0.0022094006
## 19 0.0214583591 0.0062059528 0.0043946798 0.0193397179 0.0247199554
## 20 0.0108039513 0.0058408764 0.0200524530 0.0170761427 0.0140479593
## 21 0.0144710664 0.0037577225 0.0193812336 0.0068189135 0.0099734183
## PC63.10 PC64.10 PC65.10 PC66.10 PC67.10
## 1 0.0198613772 0.0070435772 0.028285048 0.0411751488 0.011310675
## 2 0.0390788541 0.0032544612 0.007812256 0.0227454942 0.005151163
## 3 0.0188375284 0.0258825479 0.006652772 0.0066018392 0.013607617
## 4 0.0043123255 0.0045730150 0.022077595 0.0084886016 0.006659960
## 5 0.0009389781 0.0020680938 0.026523212 0.0325221308 0.008916730
## 6 0.0257574396 0.0165285383 0.008305204 0.0138161559 0.003404221
## 7 0.0112626275 0.0106814335 0.015222391 0.0050093024 0.038402128
## 8 0.0073209843 0.0112315049 0.020280848 0.0239027676 0.020705462
## 9 0.0121435390 0.0416212060 0.023021525 0.0159150690 0.002720838
## 10 0.0055364581 0.0176567713 0.010379992 0.0001655415 0.001124378
## 11 0.0107693238 0.0263275157 0.041923268 0.0166291257 0.003882247
## 12 0.0191843733 0.0097488212 0.024941440 0.0329722513 0.009886671
## 13 0.0103424045 0.0075662393 0.017013066 0.0079692473 0.017648376
## 14 0.0028545709 0.0211573070 0.011030383 0.0036328731 0.009627359
## 15 0.0137784153 0.0349634475 0.019003963 0.0039496864 0.004902395
## 16 0.0025263123 0.0182435517 0.008007964 0.0163192854 0.013331157
## 17 0.0019205516 0.0357412557 0.002299145 0.0004914900 0.038128544
## 18 0.0070521237 0.0007189327 0.020260927 0.0025399664 0.004856063
## 19 0.0034780839 0.0309944333 0.009459517 0.0081114899 0.018881662
## 20 0.0040058054 0.0067793347 0.017664369 0.0255842740 0.009485408
## 21 0.0037094319 0.0039693320 0.008179798 0.0457675855 0.009370916
## PC68.10 programN.11 PC1.11
## 1 0.027398185 Leadership 0.029067563
## 2 0.007559992 Motor.Learning.and.Control 0.010361015
## 3 0.011504675 Intellectual.Disability.Autism 0.004472437
## 4 0.011688841 Gifted.Education 0.009288762
## 5 0.011957627 Reading 0.020440668
## 6 0.002367678 Instructional.Technology.and.Media 0.001229961
## 7 0.019279301 Communication.Media.and.Learning.Technologies 0.007531615
## 8 0.029902972 Teaching.English 0.014482695
## 9 0.019958390 Philosophy 0.007190035
## 10 0.021432177 Social.Organizational.Psychology 0.031841017
## 11 0.005694856 Measurement..Evaluation.and.Statistics 0.006434911
## 12 0.015697639 Health.Education 0.008928727
## 13 0.037777282 Higher.and.Postsecondary.Education 0.007527071
## 14 0.002717005 Cooperation.and.Conflict.Resolution 0.030509542
## 15 0.001528049 Art.Education 0.015556498
## 16 0.022138843 Kinesiology 0.009196925
## 17 0.001384313 Design.and.Development.of.Digital.Games 0.006355681
## 18 0.003775663 Music 0.001331327
## 19 0.007006498 Clinical.Psychology 0.022202776
## 20 0.006262292 Psychology 0.020436926
## 21 0.021899326 Nutrition 0.013096556
## PC2.11 PC3.11 PC4.11 PC5.11 PC6.11
## 1 0.008565375 0.008636481 0.0309221908 0.003686220 0.0018731048
## 2 0.007760468 0.027788718 0.0129907983 0.017326761 0.0177154862
## 3 0.010828258 0.012596177 0.0176122351 0.007266336 0.0125342622
## 4 0.004412504 0.018760013 0.0173694849 0.023692494 0.0027821733
## 5 0.001183486 0.007979803 0.0150766710 0.028443466 0.0131204338
## 6 0.001435074 0.041150859 0.0139205598 0.005302009 0.0184542485
## 7 0.001195994 0.035933133 0.0045449315 0.013646469 0.0006050177
## 8 0.010533581 0.001045478 0.0465099061 0.001559886 0.0093156213
## 9 0.005726372 0.001560184 0.0092148381 0.021638555 0.0219661202
## 10 0.008441504 0.011637985 0.0017916352 0.009742845 0.0136477547
## 11 0.001654446 0.043261757 0.0090647142 0.005170621 0.0293884964
## 12 0.034147806 0.014306997 0.0188519367 0.005280302 0.0292497995
## 13 0.011385278 0.013045967 0.0046004348 0.030822677 0.0402722606
## 14 0.008861744 0.005560395 0.0059667531 0.003008791 0.0044337281
## 15 0.002048307 0.008931075 0.0020734548 0.022933112 0.0089905332
## 16 0.037890503 0.009802573 0.0022344096 0.006726859 0.0100511161
## 17 0.014408881 0.044990699 0.0313386025 0.012099339 0.0200423506
## 18 0.009494630 0.022176398 0.0040015203 0.033295249 0.0005785762
## 19 0.037195249 0.003162028 0.0011901552 0.004759591 0.0145551406
## 20 0.030001191 0.027608375 0.0004348856 0.015451342 0.0010334181
## 21 0.017259920 0.016846899 0.0025104521 0.003856389 0.0235834428
## PC7.11 PC8.11 PC9.11 PC10.11 PC11.11
## 1 0.0036920279 0.0135943024 0.0147786343 0.0115999829 0.016322518
## 2 0.0009343611 0.0287982992 0.0033622589 0.0048056787 0.025400037
## 3 0.0030055899 0.0019796475 0.0114539169 0.0598322356 0.011541349
## 4 0.0456860180 0.0320883183 0.0161628249 0.0040634158 0.005649963
## 5 0.0029247239 0.0232753503 0.0041923219 0.0131786178 0.015192894
## 6 0.0156882776 0.0170612770 0.0008755746 0.0064278971 0.039745771
## 7 0.0209115105 0.0393046696 0.0082351913 0.0295657210 0.024262326
## 8 0.0086087748 0.0171062957 0.0087092669 0.0001295534 0.006678637
## 9 0.0014961654 0.0073674683 0.0019829010 0.0622735221 0.002398438
## 10 0.0032897977 0.0243186267 0.0219437547 0.0132336368 0.033316284
## 11 0.0206070828 0.0014070944 0.0179862196 0.0238703915 0.013005861
## 12 0.0060629522 0.0003695185 0.0245139057 0.0197771622 0.012294895
## 13 0.0183069807 0.0123599959 0.0251839626 0.0162809823 0.008863708
## 14 0.0145779120 0.0086628587 0.0294558589 0.0198420109 0.010251698
## 15 0.0244124229 0.0067335669 0.0010485654 0.0354939210 0.034281658
## 16 0.0055717449 0.0115191229 0.0037941049 0.0146540900 0.010981255
## 17 0.0034495169 0.0046244582 0.0039475303 0.0175316831 0.008619621
## 18 0.0398136107 0.0079498414 0.0232273438 0.0144477798 0.024454916
## 19 0.0204610368 0.0096703098 0.0075347504 0.0044329389 0.000315626
## 20 0.0095060500 0.0114231834 0.0230750198 0.0059241391 0.010645059
## 21 0.0010329779 0.0009109188 0.0454149533 0.0028813655 0.039530134
## PC12.11 PC13.11 PC14.11 PC15.11 PC16.11
## 1 0.05638230 0.0143564240 0.020807749 0.0043913482 0.016402759
## 2 0.04889472 0.0019432972 0.007958437 0.0164694612 0.003954822
## 3 0.03653679 0.0295004717 0.017542527 0.0021303254 0.017804752
## 4 0.03389702 0.0208054594 0.015805011 0.0093776443 0.004570248
## 5 0.03243194 0.0292802971 0.001919035 0.0107043676 0.006045508
## 6 0.03152798 0.0266299592 0.002496703 0.0101799907 0.025128055
## 7 0.02933023 0.0035438972 0.029915310 0.0206808745 0.016643685
## 8 0.02882894 0.0103141677 0.010832839 0.0152688829 0.012637434
## 9 0.02785670 0.0270965984 0.047835044 0.0050924287 0.001859075
## 10 0.02724011 0.0183521730 0.015208806 0.0158927740 0.018681853
## 11 0.02579195 0.0303641121 0.018054211 0.0080457885 0.011166111
## 12 0.02575539 0.0306201751 0.021222754 0.0072622281 0.005321750
## 13 0.02497529 0.0073904401 0.006721013 0.0006386207 0.024005827
## 14 0.02469581 0.0181019454 0.009416753 0.0171002435 0.002798045
## 15 0.02409887 0.0317734411 0.008276382 0.0147341776 0.042387978
## 16 0.02391938 0.0134701839 0.034320591 0.0247863002 0.028416728
## 17 0.02217493 0.0136066046 0.026515322 0.0178325436 0.011643175
## 18 0.02198116 0.0185234630 0.011918671 0.0259238820 0.008021661
## 19 0.02180822 0.0003086636 0.006200889 0.0038287891 0.004582990
## 20 0.01992144 0.0272607544 0.013679270 0.0036906284 0.002127134
## 21 0.01958391 0.0253531468 0.008009822 0.0134819521 0.005945587
## PC17.11 PC18.11 PC19.11 PC20.11 PC21.11
## 1 0.0003313023 0.0124282979 0.0162487585 0.004222065 0.0034202436
## 2 0.0086730310 0.0014022432 0.0161430408 0.004918364 0.0135797185
## 3 0.0077512223 0.0128130960 0.0264036125 0.037637801 0.0222197439
## 4 0.0252271450 0.0140183587 0.0131883277 0.001946306 0.0109215036
## 5 0.0360861494 0.0194168319 0.0395664288 0.034915387 0.0136972845
## 6 0.0011513687 0.0181802721 0.0036014507 0.005014762 0.0409427963
## 7 0.0140970148 0.0008651406 0.0035685196 0.012691021 0.0029085738
## 8 0.0253689631 0.0381389304 0.0203653401 0.012719123 0.0089258554
## 9 0.0103639658 0.0248252745 0.0126087472 0.010017276 0.0001345493
## 10 0.0015579368 0.0133839943 0.0121853733 0.002579359 0.0008305934
## 11 0.0075813830 0.0310925126 0.0096051825 0.016777008 0.0028087050
## 12 0.0211236012 0.0125916567 0.0112701422 0.009007826 0.0210301845
## 13 0.0078882177 0.0093953359 0.0296206063 0.022506086 0.0305448728
## 14 0.0004136718 0.0032913441 0.0360811867 0.022488120 0.0189197227
## 15 0.0099082432 0.0104051803 0.0080581355 0.008551660 0.0032436272
## 16 0.0062068874 0.0040876066 0.0139315273 0.002792422 0.0238347136
## 17 0.0056585626 0.0213273553 0.0102352240 0.001633480 0.0017292281
## 18 0.0151384369 0.0101918827 0.0165709135 0.021952516 0.0395126697
## 19 0.0406961358 0.0046276920 0.0098596078 0.008355508 0.0065518197
## 20 0.0181882465 0.0027595875 0.0003172883 0.016210052 0.0248700697
## 21 0.0198765891 0.0047318980 0.0045731532 0.006173864 0.0056299816
## PC22.11 PC23.11 PC24.11 PC25.11 PC26.11
## 1 0.0006403948 0.0259457104 0.017497247 0.0102407774 0.0062259708
## 2 0.0380763440 0.0226396714 0.007657435 0.0406986876 0.0124316709
## 3 0.0286510754 0.0060574464 0.003109640 0.0141948225 0.0171842264
## 4 0.0046198194 0.0074840154 0.005130577 0.0377828691 0.0236583913
## 5 0.0012552236 0.0014978695 0.016053221 0.0173883937 0.0191363660
## 6 0.0140207537 0.0242349548 0.014206821 0.0086044239 0.0070329895
## 7 0.0036096859 0.0331891998 0.004511090 0.0005069328 0.0003158871
## 8 0.0224100466 0.0220864526 0.011143592 0.0170305855 0.0134412670
## 9 0.0081868980 0.0252781095 0.024891879 0.0142626029 0.0030453208
## 10 0.0269720332 0.0159834312 0.020503134 0.0015980783 0.0276564918
## 11 0.0062915205 0.0112868795 0.015256854 0.0015038946 0.0068199875
## 12 0.0095410886 0.0086409520 0.008264837 0.0025007969 0.0180535255
## 13 0.0142068481 0.0062735829 0.006363002 0.0106783307 0.0447906120
## 14 0.0118203821 0.0049096222 0.019103389 0.0214518746 0.0141023357
## 15 0.0199219101 0.0063132496 0.015270130 0.0034042358 0.0313247193
## 16 0.0006358971 0.0008849579 0.005184798 0.0039431454 0.0539212074
## 17 0.0137213581 0.0244510058 0.013623170 0.0019594510 0.0311708545
## 18 0.0198097724 0.0304758180 0.009353892 0.0165904965 0.0051181020
## 19 0.0112093208 0.0065323858 0.015395071 0.0143380328 0.0134044875
## 20 0.0001755179 0.0294770371 0.023872541 0.0413422780 0.0069616337
## 21 0.0279877482 0.0083179536 0.011532884 0.0056323336 0.0261333384
## PC27.11 PC28.11 PC29.11 PC30.11 PC31.11
## 1 0.023757233 0.011214971 0.0148710250 0.001774396 0.001484905
## 2 0.011483059 0.036482363 0.0107440518 0.005963509 0.002653920
## 3 0.007296346 0.011845159 0.0093984659 0.009063479 0.027537548
## 4 0.023583957 0.012826728 0.0068408549 0.003596600 0.008247822
## 5 0.026784552 0.013876964 0.0004192801 0.018859996 0.018102852
## 6 0.006573566 0.020142061 0.0292389054 0.020180344 0.011454586
## 7 0.016106481 0.031053245 0.0217171510 0.002443015 0.037442747
## 8 0.028583655 0.022413181 0.0151838143 0.039467916 0.018539128
## 9 0.002932434 0.018040424 0.0034814060 0.007295083 0.001202209
## 10 0.015701324 0.014740161 0.0144482302 0.005287862 0.019011726
## 11 0.011248786 0.015458220 0.0062046542 0.047204090 0.001692669
## 12 0.011820683 0.011680497 0.0186431509 0.007750826 0.009362498
## 13 0.002534821 0.005173731 0.0222391104 0.015189626 0.025997518
## 14 0.042569943 0.038724487 0.0198672945 0.025893148 0.016602222
## 15 0.003351852 0.010895635 0.0104823904 0.042617037 0.034447106
## 16 0.029626664 0.011046841 0.0068904121 0.006011165 0.010736963
## 17 0.014719210 0.015633686 0.0088036535 0.012601867 0.004174359
## 18 0.006343802 0.008623215 0.0068231992 0.008979528 0.005485493
## 19 0.016906016 0.007997436 0.0107434404 0.012143080 0.017783776
## 20 0.009660661 0.029809902 0.0162989141 0.014403410 0.004278443
## 21 0.024874627 0.006575149 0.0578909358 0.005577981 0.029615790
## PC32.11 PC33.11 PC34.11 PC35.11 PC36.11
## 1 0.0210586624 0.0038936575 0.0129199735 0.008607848 0.011843520
## 2 0.0416127144 0.0155586613 0.0038387414 0.013510519 0.007177720
## 3 0.0047151030 0.0247158818 0.0311409980 0.004184547 0.015669664
## 4 0.0032412624 0.0084695108 0.0127960320 0.022746635 0.033959883
## 5 0.0031879592 0.0134600899 0.0232013411 0.020187266 0.010501673
## 6 0.0028676726 0.0078546589 0.0017461873 0.003523513 0.004219849
## 7 0.0005015064 0.0002309027 0.0030895186 0.037392264 0.015365824
## 8 0.0267766508 0.0002151087 0.0362280029 0.007856700 0.012160347
## 9 0.0218181559 0.0087272487 0.0107511727 0.021484687 0.032968635
## 10 0.0196204973 0.0170805627 0.0258637546 0.014100095 0.014276722
## 11 0.0084589638 0.0170221307 0.0009184801 0.037991130 0.003877119
## 12 0.0064832838 0.0417843271 0.0286055986 0.009338729 0.034246715
## 13 0.0002837276 0.0198939309 0.0264555110 0.032195026 0.006607765
## 14 0.0197211485 0.0102347161 0.0255129422 0.015698911 0.006065384
## 15 0.0249055008 0.0074911357 0.0108015540 0.002504887 0.024866510
## 16 0.0250431566 0.0318090459 0.0024198002 0.012114321 0.014210240
## 17 0.0029851974 0.0191147506 0.0120255242 0.001355074 0.009789433
## 18 0.0129087503 0.0037075278 0.0332421854 0.001567064 0.028213915
## 19 0.0043349495 0.0704368575 0.0222208884 0.030243607 0.005997443
## 20 0.0118935751 0.0089021714 0.0076210452 0.006059209 0.002277373
## 21 0.0002693448 0.0026487843 0.0132779417 0.022576989 0.011282868
## PC37.11 PC38.11 PC39.11 PC40.11 PC41.11
## 1 0.0125680970 0.011674683 0.0000855609 0.0085637279 1.014755e-02
## 2 0.0079565512 0.006085835 0.0151419351 0.0244244278 1.884292e-02
## 3 0.0327620841 0.025308741 0.0103311717 0.0244133763 1.098049e-02
## 4 0.0191036106 0.021678306 0.0317763927 0.0222364850 2.779095e-02
## 5 0.0038229054 0.006886882 0.0139807889 0.0312479049 1.924501e-02
## 6 0.0200163141 0.003643394 0.0014280935 0.0182015185 4.867052e-02
## 7 0.0010882873 0.002571623 0.0017424902 0.0008616916 2.542620e-02
## 8 0.0072000055 0.005457971 0.0151044320 0.0018283164 1.080415e-02
## 9 0.0100662072 0.010748328 0.0483936505 0.0075559333 9.676640e-03
## 10 0.0072666921 0.014308223 0.0030882929 0.0005811366 1.472616e-02
## 11 0.0379208537 0.010920916 0.0168818969 0.0079551524 9.891196e-03
## 12 0.0100441039 0.002584070 0.0109883234 0.0096932235 1.664219e-03
## 13 0.0005811690 0.002713510 0.0237627252 0.0068078448 2.964824e-02
## 14 0.0158166516 0.009181122 0.0095197219 0.0056066994 2.322842e-04
## 15 0.0079641889 0.015840697 0.0054013909 0.0478201822 2.879770e-02
## 16 0.0043443554 0.019864362 0.0166791630 0.0173417516 2.946308e-02
## 17 0.0223828281 0.003711882 0.0139428249 0.0425738295 3.224138e-03
## 18 0.0256849278 0.015024316 0.0115403387 0.0188130868 8.162331e-05
## 19 0.0042520889 0.003650099 0.0008797659 0.0166138263 1.351956e-02
## 20 0.0114042196 0.021948453 0.0222094329 0.0145312009 1.659385e-02
## 21 0.0001471242 0.005862358 0.0174657127 0.0227976437 2.937106e-02
## PC42.11 PC43.11 PC44.11 PC45.11 PC46.11
## 1 0.003522605 0.003463866 0.0056798300 0.022351550 3.534146e-02
## 2 0.015108581 0.018589551 0.0271785172 0.004424083 2.149725e-02
## 3 0.006851093 0.007730266 0.0166797718 0.025977623 1.445441e-02
## 4 0.020656333 0.020324925 0.0002421774 0.010535776 2.598531e-02
## 5 0.006949625 0.037512499 0.0054688382 0.002573854 4.765132e-03
## 6 0.015311050 0.001605145 0.0074529577 0.001312694 1.676173e-03
## 7 0.017040978 0.014841274 0.0101314409 0.008893756 2.071444e-02
## 8 0.001024008 0.009068592 0.0122228240 0.018216667 2.611395e-02
## 9 0.015324863 0.017100043 0.0142447850 0.007544264 6.735028e-03
## 10 0.004452173 0.022892589 0.0261319584 0.023149709 2.135217e-02
## 11 0.020066009 0.013458194 0.0186957270 0.006630258 1.051833e-02
## 12 0.005344702 0.005115243 0.0047047089 0.024797152 2.550465e-02
## 13 0.010033015 0.015526534 0.0119409846 0.006457963 1.728592e-02
## 14 0.004477409 0.025925866 0.0107523781 0.004458127 3.036392e-02
## 15 0.026355901 0.005219606 0.0101290310 0.027060375 2.323178e-02
## 16 0.019707696 0.005760452 0.0353090663 0.012366391 5.400196e-03
## 17 0.032389904 0.007774936 0.0136248466 0.006899918 1.543718e-02
## 18 0.003426589 0.009059190 0.0039600349 0.010282711 2.272018e-02
## 19 0.021827423 0.005071890 0.0083764360 0.004084068 7.130567e-03
## 20 0.005326793 0.009967116 0.0201928208 0.001929822 4.117853e-03
## 21 0.008076627 0.008436541 0.0013950552 0.001118995 7.033337e-05
## PC47.11 PC48.11 PC49.11 PC50.11 PC51.11
## 1 0.0160252010 0.029490397 0.026998154 0.0077464977 0.0172849563
## 2 0.0210493396 0.039056331 0.007531165 0.0236754328 0.0154326407
## 3 0.0243760704 0.010841817 0.013645142 0.0003401361 0.0028951549
## 4 0.0110295939 0.021590478 0.021740957 0.0212509860 0.0115477345
## 5 0.0004688775 0.006352392 0.005535342 0.0028123314 0.0091977040
## 6 0.0116138027 0.005653503 0.048671768 0.0275296022 0.0225559026
## 7 0.0055290824 0.032380201 0.016529460 0.0277537598 0.0032255325
## 8 0.0105872301 0.005668942 0.044523392 0.0329795439 0.0059094333
## 9 0.0408795579 0.012227268 0.008975692 0.0013177707 0.0323087321
## 10 0.0004494576 0.012716111 0.019931017 0.0288598698 0.0117085853
## 11 0.0102753241 0.008846563 0.020997691 0.0158671679 0.0078240958
## 12 0.0259938695 0.002408479 0.005842586 0.0050285835 0.0141104814
## 13 0.0134724086 0.017259537 0.001264596 0.0223537131 0.0074320911
## 14 0.0135859381 0.019623754 0.009611119 0.0163555965 0.0039280288
## 15 0.0209236556 0.016321533 0.011960728 0.0203909090 0.0003602512
## 16 0.0128130585 0.004135378 0.025434165 0.0019009680 0.0062218989
## 17 0.0185415819 0.009676484 0.012731327 0.0205016989 0.0289123414
## 18 0.0149340891 0.002508383 0.027603506 0.0123742531 0.0049943191
## 19 0.0235435253 0.013181214 0.004030878 0.0189340516 0.0300586945
## 20 0.0073657471 0.010116014 0.019086387 0.0070881515 0.0027072325
## 21 0.0054505524 0.022700862 0.006134355 0.0248583148 0.0174147560
## PC52.11 PC53.11 PC54.11 PC55.11 PC56.11
## 1 0.038932383 0.0075705749 0.0153388685 0.0294006112 0.0343730458
## 2 0.024887811 0.0073984141 0.0111963175 0.0067305232 0.0091918884
## 3 0.006215324 0.0089149065 0.0007387733 0.0192628629 0.0002334902
## 4 0.018993334 0.0068510418 0.0090353732 0.0107914432 0.0206791847
## 5 0.032923408 0.0116590708 0.0232261491 0.0259331015 0.0181915709
## 6 0.026505585 0.0067752280 0.0047643213 0.0120984899 0.0173847375
## 7 0.009809450 0.0069686322 0.0010971014 0.0170561667 0.0204379417
## 8 0.011698836 0.0014647653 0.0149514301 0.0268340642 0.0015088859
## 9 0.005803143 0.0414613455 0.0118362828 0.0077361124 0.0116623813
## 10 0.023421432 0.0215750735 0.0161880548 0.0085273782 0.0168627412
## 11 0.022273503 0.0123513819 0.0002232964 0.0169745055 0.0305796396
## 12 0.007149243 0.0356010823 0.0356283377 0.0108775144 0.0106730363
## 13 0.015030708 0.0073035634 0.0042939071 0.0346327047 0.0038938297
## 14 0.005412476 0.0121770192 0.0186518929 0.0167067128 0.0302823006
## 15 0.007965090 0.0003402151 0.0076261223 0.0089668291 0.0140110813
## 16 0.017400543 0.0003121021 0.0008153605 0.0002492435 0.0013329334
## 17 0.021633326 0.0403311456 0.0005479920 0.0506128239 0.0125973203
## 18 0.021026577 0.0218063432 0.0229360323 0.0016926755 0.0483129522
## 19 0.026442880 0.0052762001 0.0181709192 0.0093481064 0.0129663081
## 20 0.003781265 0.0012413394 0.0117976569 0.0125689956 0.0145767767
## 21 0.003283311 0.0161508867 0.0250851364 0.0044339644 0.0187162825
## PC57.11 PC58.11 PC59.11 PC60.11 PC61.11
## 1 0.0139984266 0.033132541 0.032927691 0.0231136116 0.0091057001
## 2 0.0135779051 0.015248617 0.003651091 0.0218361221 0.0117795543
## 3 0.0077719619 0.012031820 0.037031935 0.0154130219 0.0152383027
## 4 0.0010814374 0.004438560 0.005352310 0.0112577741 0.0103215209
## 5 0.0199952455 0.009148898 0.010880241 0.0258148884 0.0165878861
## 6 0.0089305646 0.009485920 0.017991220 0.0008404033 0.0180262040
## 7 0.0222050920 0.005756821 0.017349748 0.0146415426 0.0303494108
## 8 0.0277757771 0.007870364 0.001446175 0.0207702826 0.0230941586
## 9 0.0029292353 0.001362303 0.011086582 0.0068777974 0.0018256404
## 10 0.0152541505 0.014326253 0.021239601 0.0250836070 0.0276943342
## 11 0.0504030134 0.022874049 0.017008859 0.0200689902 0.0282726925
## 12 0.0015997096 0.007513676 0.015502514 0.0527958195 0.0028280140
## 13 0.0060888693 0.033012759 0.014603257 0.0035787723 0.0378627010
## 14 0.0006870612 0.001266539 0.026581058 0.0006534196 0.0046067164
## 15 0.0027969516 0.011794705 0.003531238 0.0054182727 0.0018429547
## 16 0.0024059648 0.020531062 0.012657808 0.0304951417 0.0104460853
## 17 0.0006417965 0.005217462 0.012555791 0.0015494608 0.0250534539
## 18 0.0101841356 0.007813692 0.002190757 0.0009684508 0.0298568958
## 19 0.0251931664 0.040948721 0.005710270 0.0243726948 0.0042315599
## 20 0.0233353058 0.043631494 0.004744729 0.0121932220 0.0393901162
## 21 0.0087558228 0.016306645 0.016133556 0.0411753410 0.0001218313
## PC62.11 PC63.11 PC64.11 PC65.11 PC66.11
## 1 0.0110483910 0.007330237 0.015609117 1.216044e-02 0.022178441
## 2 0.0142687579 0.002854571 0.021157307 1.103038e-02 0.003632873
## 3 0.0177678492 0.017580770 0.007288366 1.029196e-02 0.008172666
## 4 0.0237657946 0.039822685 0.002206113 1.037748e-02 0.007431757
## 5 0.0295861388 0.018921778 0.008656275 1.188943e-02 0.013859452
## 6 0.0031914290 0.039078854 0.003254461 7.812256e-03 0.022745494
## 7 0.0002165496 0.001920552 0.035741256 2.299145e-03 0.000491490
## 8 0.0061651173 0.016431445 0.001978449 7.478598e-03 0.013902288
## 9 0.0004763906 0.012246761 0.004903976 5.585402e-03 0.019612045
## 10 0.0365043274 0.011262627 0.010681433 1.522239e-02 0.005009302
## 11 0.0048149618 0.012401349 0.009303969 9.480562e-05 0.012938499
## 12 0.0250566772 0.015687418 0.014973056 1.018421e-02 0.023423474
## 13 0.0005669022 0.010293710 0.025733704 8.161305e-03 0.009185125
## 14 0.0382235860 0.034743555 0.007743510 1.001768e-02 0.016299461
## 15 0.0128890391 0.025757440 0.016528538 8.305204e-03 0.013816156
## 16 0.0014341600 0.052164793 0.015758958 1.287470e-02 0.020570655
## 17 0.0242492514 0.012734718 0.000350217 1.565995e-02 0.017530809
## 18 0.0059643847 0.013778415 0.034963448 1.900396e-02 0.003949686
## 19 0.0142867096 0.011847992 0.023330197 3.212743e-02 0.006111559
## 20 0.0175876442 0.019908384 0.019797981 1.175285e-02 0.017684054
## 21 0.0126564643 0.018837528 0.025882548 6.652772e-03 0.006601839
## PC67.11 PC68.11 programN.12
## 1 0.020779375 0.009362107 Education.Technology
## 2 0.009627359 0.002717005 College.Advising
## 3 0.006690235 0.029088737 Learning.Analytics
## 4 0.016020983 0.019939570 Literacy
## 5 0.026976120 0.001241006 Art.Education
## 6 0.005151163 0.007559992 Health.Education
## 7 0.038128544 0.001384313 Measurement..Evaluation.and.Statistics
## 8 0.002545210 0.016856055 Intellectual.Disability.Autism
## 9 0.011089313 0.009262591 Reading
## 10 0.038402128 0.019279301 Movement.Science
## 11 0.012200936 0.008281115 Deaf.and.Hard.of.Hearing
## 12 0.007941836 0.019642057 Psychology
## 13 0.007234322 0.009977489 Philosophy
## 14 0.013466340 0.026122526 Science.Education
## 15 0.003404221 0.002367678 Instructional.Technology.and.Media
## 16 0.020871651 0.002466985 Nutrition
## 17 0.018585460 0.015989119 Early.Childhood.Education
## 18 0.004902395 0.001528049 Developmental.Psychology
## 19 0.004043560 0.025382880 Behavior.Analysis
## 20 0.058267886 0.014258332 Dance.Education
## 21 0.013607617 0.011504675 Diabetes.Education
## PC1.12 PC2.12 PC3.12 PC4.12 PC5.12
## 1 0.0103418372 0.014739512 0.0404940795 0.0014398348 0.026545860
## 2 0.0203485432 0.009774807 0.0163386154 0.0086642029 0.024373204
## 3 0.0056459553 0.002782266 0.0488769671 0.0065973590 0.001854961
## 4 0.0152527089 0.007728221 0.0030912051 0.0340766380 0.019110208
## 5 0.0155564979 0.002048307 0.0089310749 0.0020734548 0.022933112
## 6 0.0089287273 0.034147806 0.0143069974 0.0188519367 0.005280302
## 7 0.0064349114 0.001654446 0.0432617565 0.0090647142 0.005170621
## 8 0.0044724366 0.010828258 0.0125961775 0.0176122351 0.007266336
## 9 0.0204406685 0.001183486 0.0079798028 0.0150766710 0.028443466
## 10 0.0133424668 0.022352574 0.0138144761 0.0083708817 0.002063737
## 11 0.0004832062 0.030295644 0.0003625311 0.0332722791 0.008320232
## 12 0.0204369257 0.030001191 0.0276083755 0.0004348856 0.015451342
## 13 0.0071900348 0.005726372 0.0015601839 0.0092148381 0.021638555
## 14 0.0001849125 0.006356675 0.0161918004 0.0161678166 0.016481645
## 15 0.0012299612 0.001435074 0.0411508592 0.0139205598 0.005302009
## 16 0.0130965562 0.017259920 0.0168468987 0.0025104521 0.003856389
## 17 0.0163175487 0.002736457 0.0021324511 0.0260539388 0.013054109
## 18 0.0134623097 0.022812501 0.0003474403 0.0001572700 0.010744894
## 19 0.0117921579 0.029442142 0.0172199379 0.0091451693 0.003089912
## 20 0.0030618612 0.002731713 0.0235640740 0.0139166169 0.029933153
## 21 0.0013461403 0.029004561 0.0050051172 0.0020001112 0.003031366
## PC6.12 PC7.12 PC8.12 PC9.12 PC10.12
## 1 0.0035173959 0.012013695 0.0034680911 0.0062469168 0.0001833444
## 2 0.0146771685 0.010972374 0.0150352054 0.0018656180 0.0199292707
## 3 0.0256304790 0.023308238 0.0235058202 0.0094323359 0.0153262453
## 4 0.0021212641 0.037573550 0.0338118411 0.0010752566 0.0021391054
## 5 0.0089905332 0.024412423 0.0067335669 0.0010485654 0.0354939210
## 6 0.0292497995 0.006062952 0.0003695185 0.0245139057 0.0197771622
## 7 0.0293884964 0.020607083 0.0014070944 0.0179862196 0.0238703915
## 8 0.0125342622 0.003005590 0.0019796475 0.0114539169 0.0598322356
## 9 0.0131204338 0.002924724 0.0232753503 0.0041923219 0.0131786178
## 10 0.0278264018 0.003963575 0.0100037670 0.0101251418 0.0290958703
## 11 0.0176110527 0.029480553 0.0111934079 0.0170472406 0.0148158096
## 12 0.0010334181 0.009506050 0.0114231834 0.0230750198 0.0059241391
## 13 0.0219661202 0.001496165 0.0073674683 0.0019829010 0.0622735221
## 14 0.0569476990 0.009092715 0.0104372384 0.0276542924 0.0030678251
## 15 0.0184542485 0.015688278 0.0170612770 0.0008755746 0.0064278971
## 16 0.0235834428 0.001032978 0.0009109188 0.0454149533 0.0028813655
## 17 0.0121212730 0.020794978 0.0330284428 0.0215499357 0.0196400201
## 18 0.0006575599 0.001440343 0.0250115497 0.0318957775 0.0353662917
## 19 0.0114224457 0.002099494 0.0218668887 0.0190100982 0.0075694465
## 20 0.0161084934 0.047410204 0.0171934839 0.0024157936 0.0234615127
## 21 0.0193392395 0.020485282 0.0343656446 0.0255507386 0.0083823655
## PC11.12 PC12.12 PC13.12 PC14.12 PC15.12 PC16.12
## 1 0.007110892 0.011552105 0.03904174 0.0331476372 0.010398024 0.030173068
## 2 0.024379145 0.001667794 0.03826734 0.0058974183 0.019274826 0.012794286
## 3 0.019862654 0.011695803 0.03413900 0.0005865174 0.012734843 0.009187963
## 4 0.010792411 0.003374029 0.03211351 0.0104948236 0.019235691 0.024823046
## 5 0.034281658 0.024098872 0.03177344 0.0082763818 0.014734178 0.042387978
## 6 0.012294895 0.025755394 0.03062018 0.0212227537 0.007262228 0.005321750
## 7 0.013005861 0.025791954 0.03036411 0.0180542112 0.008045789 0.011166111
## 8 0.011541349 0.036536788 0.02950047 0.0175425270 0.002130325 0.017804752
## 9 0.015192894 0.032431938 0.02928030 0.0019190352 0.010704368 0.006045508
## 10 0.011764498 0.017848456 0.02818540 0.0068073758 0.004930825 0.051505417
## 11 0.015438419 0.017948213 0.02814454 0.0051460533 0.025029745 0.025337306
## 12 0.010645059 0.019921440 0.02726075 0.0136792696 0.003690628 0.002127134
## 13 0.002398438 0.027856695 0.02709660 0.0478350443 0.005092429 0.001859075
## 14 0.012601437 0.017141487 0.02664478 0.0242395828 0.024290938 0.010020918
## 15 0.039745771 0.031527978 0.02662996 0.0024967029 0.010179991 0.025128055
## 16 0.039530134 0.019583909 0.02535315 0.0080098225 0.013481952 0.005945587
## 17 0.007100216 0.001455092 0.02511076 0.0031950390 0.026141851 0.032150140
## 18 0.019135039 0.017596192 0.02418976 0.0002288102 0.008821347 0.027479349
## 19 0.006861169 0.003184735 0.02374338 0.0428121100 0.007447514 0.008750594
## 20 0.015475103 0.013925381 0.02271636 0.0035267745 0.001295207 0.001816857
## 21 0.002027595 0.001307258 0.02248336 0.0001161929 0.024908277 0.011650159
## PC17.12 PC18.12 PC19.12 PC20.12 PC21.12
## 1 0.025156509 9.632558e-06 0.0103787766 0.006710492 0.0099926366
## 2 0.035515685 1.476401e-02 0.0142350935 0.033777986 0.0041214729
## 3 0.006104914 1.079038e-02 0.0004799608 0.019093037 0.0042711709
## 4 0.012727705 1.376332e-02 0.0129158211 0.003471058 0.0077980011
## 5 0.009908243 1.040518e-02 0.0080581355 0.008551660 0.0032436272
## 6 0.021123601 1.259166e-02 0.0112701422 0.009007826 0.0210301845
## 7 0.007581383 3.109251e-02 0.0096051825 0.016777008 0.0028087050
## 8 0.007751222 1.281310e-02 0.0264036125 0.037637801 0.0222197439
## 9 0.036086149 1.941683e-02 0.0395664288 0.034915387 0.0136972845
## 10 0.012435917 2.232340e-02 0.0095651534 0.023047859 0.0224158755
## 11 0.014466611 2.150548e-02 0.0129704117 0.009701404 0.0028733298
## 12 0.018188247 2.759587e-03 0.0003172883 0.016210052 0.0248700697
## 13 0.010363966 2.482527e-02 0.0126087472 0.010017276 0.0001345493
## 14 0.010940090 4.295659e-03 0.0114814416 0.010633742 0.0418248551
## 15 0.001151369 1.818027e-02 0.0036014507 0.005014762 0.0409427963
## 16 0.019876589 4.731898e-03 0.0045731532 0.006173864 0.0056299816
## 17 0.024998248 9.939035e-03 0.0010155083 0.028130418 0.0171683156
## 18 0.046078191 1.660980e-02 0.0027765216 0.004382109 0.0346375529
## 19 0.024097990 9.685868e-03 0.0487015961 0.013158863 0.0161358669
## 20 0.037507048 1.670549e-02 0.0192914142 0.024974276 0.0040991257
## 21 0.004988348 4.570281e-02 0.0125205399 0.005576673 0.0014952977
## PC22.12 PC23.12 PC24.12 PC25.12 PC26.12
## 1 0.0164255942 1.114338e-02 0.0039617487 0.019214883 0.015449554
## 2 0.0062544847 2.581364e-02 0.0350245697 0.018872014 0.021295014
## 3 0.0018587447 2.790802e-02 0.0142569460 0.014164623 0.011905362
## 4 0.0195599840 3.647064e-02 0.0257586828 0.018447736 0.001123319
## 5 0.0199219101 6.313250e-03 0.0152701300 0.003404236 0.031324719
## 6 0.0095410886 8.640952e-03 0.0082648374 0.002500797 0.018053526
## 7 0.0062915205 1.128688e-02 0.0152568543 0.001503895 0.006819988
## 8 0.0286510754 6.057446e-03 0.0031096402 0.014194822 0.017184226
## 9 0.0012552236 1.497869e-03 0.0160532210 0.017388394 0.019136366
## 10 0.0265998613 2.215983e-03 0.0246291856 0.039533899 0.007545436
## 11 0.0258902246 3.105452e-05 0.0284392617 0.005139381 0.008970794
## 12 0.0001755179 2.947704e-02 0.0238725407 0.041342278 0.006961634
## 13 0.0081868980 2.527811e-02 0.0248918791 0.014262603 0.003045321
## 14 0.0066222614 1.372946e-02 0.0159174934 0.002703751 0.010945593
## 15 0.0140207537 2.423495e-02 0.0142068212 0.008604424 0.007032989
## 16 0.0279877482 8.317954e-03 0.0115328840 0.005632334 0.026133338
## 17 0.0160529655 2.659513e-02 0.0384892121 0.011878110 0.010273766
## 18 0.0218430388 3.062546e-03 0.0003178231 0.011822688 0.011333390
## 19 0.0114544619 5.234694e-03 0.0102293172 0.012894056 0.024440115
## 20 0.0258577548 1.809562e-02 0.0068183260 0.003436337 0.016879997
## 21 0.0148627765 2.520695e-02 0.0034863291 0.006757897 0.015114218
## PC27.12 PC28.12 PC29.12 PC30.12 PC31.12
## 1 0.001235330 0.0051601802 0.0005887637 0.013761298 0.0017193402
## 2 0.012517448 0.0106559708 0.0135158414 0.005792605 0.0006276715
## 3 0.000689891 0.0012725009 0.0026020799 0.005136345 0.0167452551
## 4 0.014363338 0.0068910628 0.0142890013 0.008523742 0.0208386252
## 5 0.003351852 0.0108956346 0.0104823904 0.042617037 0.0344471057
## 6 0.011820683 0.0116804969 0.0186431509 0.007750826 0.0093624979
## 7 0.011248786 0.0154582198 0.0062046542 0.047204090 0.0016926689
## 8 0.007296346 0.0118451590 0.0093984659 0.009063479 0.0275375478
## 9 0.026784552 0.0138769636 0.0004192801 0.018859996 0.0181028520
## 10 0.006170652 0.0006502502 0.0079459212 0.004798055 0.0187215753
## 11 0.005579866 0.0120209438 0.0190505117 0.027274032 0.0161146171
## 12 0.009660661 0.0298099019 0.0162989141 0.014403410 0.0042784429
## 13 0.002932434 0.0180404239 0.0034814060 0.007295083 0.0012022091
## 14 0.009309978 0.0057851801 0.0061322535 0.004926097 0.0076712646
## 15 0.006573566 0.0201420611 0.0292389054 0.020180344 0.0114545862
## 16 0.024874627 0.0065751489 0.0578909358 0.005577981 0.0296157903
## 17 0.013511713 0.0114065064 0.0220903197 0.031967155 0.0049696001
## 18 0.012162201 0.0108023605 0.0235170135 0.002080816 0.0031812551
## 19 0.010963900 0.0025146364 0.0107530676 0.008874186 0.0069381244
## 20 0.007594187 0.0065093773 0.0030711560 0.010824531 0.0059451298
## 21 0.007009808 0.0406683788 0.0110291989 0.033659846 0.0129255845
## PC32.12 PC33.12 PC34.12 PC35.12 PC36.12
## 1 0.0151304423 0.020596939 0.0337535404 0.006598693 0.0231761074
## 2 0.0237316993 0.011855263 0.0062683245 0.017920449 0.0147256999
## 3 0.0203302489 0.015716056 0.0116936591 0.044861974 0.0009660533
## 4 0.0157810997 0.013988263 0.0016611417 0.008963521 0.0063303252
## 5 0.0249055008 0.007491136 0.0108015540 0.002504887 0.0248665099
## 6 0.0064832838 0.041784327 0.0286055986 0.009338729 0.0342467151
## 7 0.0084589638 0.017022131 0.0009184801 0.037991130 0.0038771189
## 8 0.0047151030 0.024715882 0.0311409980 0.004184547 0.0156696641
## 9 0.0031879592 0.013460090 0.0232013411 0.020187266 0.0105016730
## 10 0.0017220402 0.016836679 0.0131869014 0.014779099 0.0280928484
## 11 0.0024506250 0.007839279 0.0036125245 0.009234157 0.0097978922
## 12 0.0118935751 0.008902171 0.0076210452 0.006059209 0.0022773733
## 13 0.0218181559 0.008727249 0.0107511727 0.021484687 0.0329686349
## 14 0.0184146416 0.010212963 0.0148365094 0.009083503 0.0369845065
## 15 0.0028676726 0.007854659 0.0017461873 0.003523513 0.0042198495
## 16 0.0002693448 0.002648784 0.0132779417 0.022576989 0.0112828676
## 17 0.0185987087 0.003785468 0.0076944941 0.012775790 0.0059912201
## 18 0.0078498621 0.019647297 0.0173828316 0.014696340 0.0296247802
## 19 0.0192701540 0.014351280 0.0030622628 0.013422757 0.0254631000
## 20 0.0146436133 0.018941810 0.0081385843 0.028795076 0.0045657375
## 21 0.0033227582 0.013039362 0.0240064361 0.037349451 0.0023045681
## PC37.12 PC38.12 PC39.12 PC40.12 PC41.12
## 1 0.0480802380 0.019885236 0.004167164 0.0161036727 0.026946031
## 2 0.0190217040 0.044370356 0.001322562 0.0187690454 0.009751090
## 3 0.0022041376 0.010954433 0.004891132 0.0343827958 0.015428019
## 4 0.0146810979 0.020140639 0.010759599 0.0167439532 0.021932168
## 5 0.0079641889 0.015840697 0.005401391 0.0478201822 0.028797703
## 6 0.0100441039 0.002584070 0.010988323 0.0096932235 0.001664219
## 7 0.0379208537 0.010920916 0.016881897 0.0079551524 0.009891196
## 8 0.0327620841 0.025308741 0.010331172 0.0244133763 0.010980491
## 9 0.0038229054 0.006886882 0.013980789 0.0312479049 0.019245006
## 10 0.0059499535 0.010549189 0.021240260 0.0369623465 0.002313443
## 11 0.0009912673 0.005899784 0.009535468 0.0247832667 0.007506388
## 12 0.0114042196 0.021948453 0.022209433 0.0145312009 0.016593848
## 13 0.0100662072 0.010748328 0.048393651 0.0075559333 0.009676640
## 14 0.0182783638 0.006947710 0.002244413 0.0053277109 0.011549053
## 15 0.0200163141 0.003643394 0.001428094 0.0182015185 0.048670521
## 16 0.0001471242 0.005862358 0.017465713 0.0227976437 0.029371062
## 17 0.0066625584 0.011242512 0.024005763 0.0267822260 0.021991109
## 18 0.0206626050 0.014887879 0.020181803 0.0195787940 0.008043337
## 19 0.0207524340 0.041365502 0.029893345 0.0009579026 0.015245263
## 20 0.0074141025 0.002471392 0.015252286 0.0167832010 0.003079813
## 21 0.0213914434 0.002080026 0.039884484 0.0051088455 0.019528950
## PC42.12 PC43.12 PC44.12 PC45.12 PC46.12
## 1 0.0376393791 0.0237218126 0.016684992 1.983235e-02 1.058064e-02
## 2 0.0050850272 0.0287977154 0.001913999 1.824593e-02 6.393659e-03
## 3 0.0007578696 0.0317903846 0.012790029 1.891215e-02 2.432678e-02
## 4 0.0092349479 0.0165386495 0.020942748 2.880465e-02 2.497439e-02
## 5 0.0263559006 0.0052196060 0.010129031 2.706038e-02 2.323178e-02
## 6 0.0053447019 0.0051152430 0.004704709 2.479715e-02 2.550465e-02
## 7 0.0200660088 0.0134581936 0.018695727 6.630258e-03 1.051833e-02
## 8 0.0068510931 0.0077302656 0.016679772 2.597762e-02 1.445441e-02
## 9 0.0069496249 0.0375124986 0.005468838 2.573854e-03 4.765132e-03
## 10 0.0127048526 0.0291890452 0.017318498 1.161915e-06 2.188336e-02
## 11 0.0064055674 0.0148482945 0.003823690 2.557102e-02 1.543895e-02
## 12 0.0053267933 0.0099671163 0.020192821 1.929822e-03 4.117853e-03
## 13 0.0153248634 0.0171000431 0.014244785 7.544264e-03 6.735028e-03
## 14 0.0008653008 0.0002670037 0.019911102 3.526177e-03 8.104409e-03
## 15 0.0153110504 0.0016051445 0.007452958 1.312694e-03 1.676173e-03
## 16 0.0080766268 0.0084365414 0.001395055 1.118995e-03 7.033337e-05
## 17 0.0269201528 0.0191501561 0.003165756 2.575223e-02 7.428793e-03
## 18 0.0001581613 0.0004143640 0.009358596 4.881017e-02 1.569529e-02
## 19 0.0356688909 0.0056500950 0.038101378 1.927825e-02 3.656155e-02
## 20 0.0309669190 0.0159245925 0.016334927 4.130735e-02 1.012693e-02
## 21 0.0372960202 0.0024832457 0.022276022 1.618554e-02 1.550490e-03
## PC47.12 PC48.12 PC49.12 PC50.12 PC51.12
## 1 0.0096893428 0.012353149 0.013607762 0.0082460644 0.0055778764
## 2 0.0020170834 0.013948120 0.000675580 0.0184273011 0.0134668851
## 3 0.0057004950 0.002119443 0.007807132 0.0257200185 0.0118096775
## 4 0.0095583605 0.025537155 0.018831624 0.0230699522 0.0163549630
## 5 0.0209236556 0.016321533 0.011960728 0.0203909090 0.0003602512
## 6 0.0259938695 0.002408479 0.005842586 0.0050285835 0.0141104814
## 7 0.0102753241 0.008846563 0.020997691 0.0158671679 0.0078240958
## 8 0.0243760704 0.010841817 0.013645142 0.0003401361 0.0028951549
## 9 0.0004688775 0.006352392 0.005535342 0.0028123314 0.0091977040
## 10 0.0081047417 0.008913114 0.010557901 0.0055357245 0.0199213591
## 11 0.0115170022 0.032371213 0.030152235 0.0065554849 0.0161787174
## 12 0.0073657471 0.010116014 0.019086387 0.0070881515 0.0027072325
## 13 0.0408795579 0.012227268 0.008975692 0.0013177707 0.0323087321
## 14 0.0308417015 0.000428111 0.008535380 0.0079758729 0.0160570954
## 15 0.0116138027 0.005653503 0.048671768 0.0275296022 0.0225559026
## 16 0.0054505524 0.022700862 0.006134355 0.0248583148 0.0174147560
## 17 0.0048455637 0.053465401 0.007169404 0.0029971363 0.0133442124
## 18 0.0166938051 0.023389065 0.030826123 0.0102615547 0.0239340125
## 19 0.0225237977 0.023359232 0.003357948 0.0181328516 0.0027691381
## 20 0.0164302227 0.019272333 0.014679402 0.0014358939 0.0284263899
## 21 0.0049013286 0.034346650 0.011585849 0.0113383049 0.0108721330
## PC52.12 PC53.12 PC54.12 PC55.12 PC56.12
## 1 0.022300422 0.0098949963 0.0021540562 0.0228900802 0.0066379636
## 2 0.027534465 0.0079700799 0.0027662226 0.0045494981 0.0181389022
## 3 0.048425270 0.0347323205 0.0147438510 0.0001741339 0.0074701610
## 4 0.003342822 0.0049581117 0.0329088967 0.0127457601 0.0212585522
## 5 0.007965090 0.0003402151 0.0076261223 0.0089668291 0.0140110813
## 6 0.007149243 0.0356010823 0.0356283377 0.0108775144 0.0106730363
## 7 0.022273503 0.0123513819 0.0002232964 0.0169745055 0.0305796396
## 8 0.006215324 0.0089149065 0.0007387733 0.0192628629 0.0002334902
## 9 0.032923408 0.0116590708 0.0232261491 0.0259331015 0.0181915709
## 10 0.009049887 0.0120932326 0.0117237385 0.0019360316 0.0031441580
## 11 0.019927127 0.0249062437 0.0505674779 0.0137039903 0.0069350531
## 12 0.003781265 0.0012413394 0.0117976569 0.0125689956 0.0145767767
## 13 0.005803143 0.0414613455 0.0118362828 0.0077361124 0.0116623813
## 14 0.015072921 0.0230593285 0.0100413393 0.0333529136 0.0074359458
## 15 0.026505585 0.0067752280 0.0047643213 0.0120984899 0.0173847375
## 16 0.003283311 0.0161508867 0.0250851364 0.0044339644 0.0187162825
## 17 0.004402327 0.0095169916 0.0066988085 0.0067861623 0.0061490947
## 18 0.005630739 0.0023678486 0.0040966143 0.0234174752 0.0197683709
## 19 0.012012841 0.0220259129 0.0111204576 0.0003648512 0.0077348914
## 20 0.029473732 0.0247756465 0.0504591551 0.0296859948 0.0003145702
## 21 0.003786968 0.0114923788 0.0255463749 0.0322956348 0.0087096612
## PC57.12 PC58.12 PC59.12 PC60.12 PC61.12
## 1 1.506002e-02 0.012573063 0.007086312 0.0161317622 0.0218361152
## 2 5.190003e-05 0.009713903 0.046507462 0.0327891300 0.0058582721
## 3 1.834927e-02 0.021458359 0.006205953 0.0043946798 0.0193397179
## 4 4.880840e-03 0.032028368 0.020303858 0.0109428327 0.0084561941
## 5 2.796952e-03 0.011794705 0.003531238 0.0054182727 0.0018429547
## 6 1.599710e-03 0.007513676 0.015502514 0.0527958195 0.0028280140
## 7 5.040301e-02 0.022874049 0.017008859 0.0200689902 0.0282726925
## 8 7.771962e-03 0.012031820 0.037031935 0.0154130219 0.0152383027
## 9 1.999525e-02 0.009148898 0.010880241 0.0258148884 0.0165878861
## 10 1.043155e-02 0.005360668 0.010723365 0.0112861807 0.0059417241
## 11 2.415136e-02 0.002395745 0.016333890 0.0181725314 0.0031759442
## 12 2.333531e-02 0.043631494 0.004744729 0.0121932220 0.0393901162
## 13 2.929235e-03 0.001362303 0.011086582 0.0068777974 0.0018256404
## 14 6.583875e-02 0.003183151 0.028905248 0.0051749983 0.0077999488
## 15 8.930565e-03 0.009485920 0.017991220 0.0008404033 0.0180262040
## 16 8.755823e-03 0.016306645 0.016133556 0.0411753410 0.0001218313
## 17 2.788803e-02 0.013130047 0.011914935 0.0284977274 0.0066982154
## 18 2.059362e-02 0.010803951 0.005840876 0.0200524530 0.0170761427
## 19 1.916477e-02 0.008370326 0.006129549 0.0069202733 0.0096855300
## 20 6.370686e-03 0.008470777 0.009239827 0.0163669890 0.0067881657
## 21 1.472628e-02 0.008982357 0.011496998 0.0088015811 0.0178971176
## PC62.12 PC63.12 PC64.12 PC65.12 PC66.12
## 1 0.0191882290 0.003004076 0.0119618608 2.221133e-02 0.029049346
## 2 0.0087468265 0.002526312 0.0182435517 8.007964e-03 0.016319285
## 3 0.0247199554 0.003478084 0.0309944333 9.459517e-03 0.008111490
## 4 0.0109221520 0.023620548 0.0370467756 3.178783e-03 0.009898796
## 5 0.0128890391 0.025757440 0.0165285383 8.305204e-03 0.013816156
## 6 0.0250566772 0.015687418 0.0149730563 1.018421e-02 0.023423474
## 7 0.0048149618 0.012401349 0.0093039685 9.480562e-05 0.012938499
## 8 0.0177678492 0.017580770 0.0072883655 1.029196e-02 0.008172666
## 9 0.0295861388 0.018921778 0.0086562750 1.188943e-02 0.013859452
## 10 0.0234319257 0.045107518 0.0060157216 2.874827e-02 0.013447794
## 11 0.0053904598 0.020334733 0.0222059945 3.574754e-02 0.020345896
## 12 0.0175876442 0.019908384 0.0197979805 1.175285e-02 0.017684054
## 13 0.0004763906 0.012246761 0.0049039762 5.585402e-03 0.019612045
## 14 0.0177901996 0.012204365 0.0050042082 1.044062e-02 0.013922677
## 15 0.0031914290 0.039078854 0.0032544612 7.812256e-03 0.022745494
## 16 0.0126564643 0.018837528 0.0258825479 6.652772e-03 0.006601839
## 17 0.0049344800 0.001779919 0.0078872235 2.852583e-03 0.003270557
## 18 0.0140479593 0.004005805 0.0067793347 1.766437e-02 0.025584274
## 19 0.0052703741 0.010482572 0.0055515971 1.457115e-02 0.018929406
## 20 0.0183052132 0.002879448 0.0008058106 5.078441e-04 0.005562486
## 21 0.0152850436 0.003318310 0.0093220298 8.236429e-03 0.010521834
## PC67.12 PC68.12 programN.13
## 1 1.378417e-02 0.028552006 Education.Leadership
## 2 1.333116e-02 0.022138843 Philosophy
## 3 1.888166e-02 0.007006498 Behavior.Analysis
## 4 1.940249e-02 0.009317544 Mathematics
## 5 3.404221e-03 0.002367678 School.Psychology
## 6 7.941836e-03 0.019642057 Kinesiology
## 7 1.220094e-02 0.008281115 Private.School.Leadership
## 8 6.690235e-03 0.029088737 Spirituality.Mind.Body
## 9 2.697612e-02 0.001241006 Education.Technology
## 10 2.781725e-02 0.010948164 Economics.and.Education
## 11 8.762385e-03 0.012692412 Communication.Media.and.Learning.Technologies
## 12 5.826789e-02 0.014258332 Social.Studies
## 13 1.108931e-02 0.009262591 Design.and.Development.of.Digital.Games
## 14 6.728917e-03 0.017762308 Psychological.Counseling
## 15 5.151163e-03 0.007559992 Science.Education
## 16 1.360762e-02 0.011504675 History
## 17 5.397105e-03 0.028104973 Urban.Education
## 18 9.485408e-03 0.006262292 Health.Education
## 19 6.171772e-03 0.020363884 Leadership
## 20 7.965321e-05 0.011351162 Sociology
## 21 1.206346e-02 0.005106270 Early.Childhood.Special.Education
## PC1.13 PC2.13 PC3.13 PC4.13 PC5.13
## 1 0.0239817584 0.0047880169 0.0006161223 0.014156687 0.025750436
## 2 0.0071900348 0.0057263717 0.0015601839 0.009214838 0.021638555
## 3 0.0117921579 0.0294421418 0.0172199379 0.009145169 0.003089912
## 4 0.0047741638 0.0018231510 0.0463887703 0.008716536 0.018786976
## 5 0.0141583324 0.0113416191 0.0090697886 0.005333568 0.006691396
## 6 0.0091969249 0.0378905028 0.0098025730 0.002234410 0.006726859
## 7 0.0295910671 0.0091044367 0.0041877010 0.003549790 0.030995370
## 8 0.0189628490 0.0254466007 0.0047636957 0.001337290 0.027049326
## 9 0.0103418372 0.0147395123 0.0404940795 0.001439835 0.026545860
## 10 0.0335918287 0.0089066571 0.0028566709 0.019199586 0.018205005
## 11 0.0075316150 0.0011959938 0.0359331333 0.004544931 0.013646469
## 12 0.0179973774 0.0006640169 0.0110332751 0.005623037 0.017457209
## 13 0.0063556814 0.0144088809 0.0449906991 0.031338602 0.012099339
## 14 0.0056757968 0.0301735884 0.0132593925 0.027190710 0.023092825
## 15 0.0001849125 0.0063566748 0.0161918004 0.016167817 0.016481645
## 16 0.0266635454 0.0024427805 0.0015556889 0.002129030 0.053094195
## 17 0.0281556432 0.0049106714 0.0076600332 0.011970240 0.029310308
## 18 0.0089287273 0.0341478058 0.0143069974 0.018851937 0.005280302
## 19 0.0290675630 0.0085653754 0.0086364809 0.030922191 0.003686220
## 20 0.0215823333 0.0242518953 0.0045334295 0.027895217 0.002804944
## 21 0.0044082527 0.0255520678 0.0223882055 0.031399622 0.016186983
## PC6.13 PC7.13 PC8.13 PC9.13 PC10.13
## 1 0.0036752154 0.014110727 0.0126121955 0.002085505 0.0382958480
## 2 0.0219661202 0.001496165 0.0073674683 0.001982901 0.0622735221
## 3 0.0114224457 0.002099494 0.0218668887 0.019010098 0.0075694465
## 4 0.0074538327 0.011699476 0.0227874887 0.005242621 0.0266623343
## 5 0.0365560870 0.011510206 0.0160879548 0.031969633 0.0039291076
## 6 0.0100511161 0.005571745 0.0115191229 0.003794105 0.0146540900
## 7 0.0267911433 0.010369450 0.0083654759 0.004407586 0.0018129601
## 8 0.0153863042 0.019875643 0.0018854097 0.031791399 0.0086626499
## 9 0.0035173959 0.012013695 0.0034680911 0.006246917 0.0001833444
## 10 0.0019850768 0.007871655 0.0097133290 0.017746346 0.0159588397
## 11 0.0006050177 0.020911510 0.0393046696 0.008235191 0.0295657210
## 12 0.0315435640 0.042443185 0.0446486045 0.012576202 0.0041900676
## 13 0.0200423506 0.003449517 0.0046244582 0.003947530 0.0175316831
## 14 0.0185385286 0.001151043 0.0006924103 0.017994401 0.0007766548
## 15 0.0569476990 0.009092715 0.0104372384 0.027654292 0.0030678251
## 16 0.0056032077 0.002422623 0.0158731531 0.001431406 0.0028922222
## 17 0.0076374091 0.009435514 0.0368882006 0.020057965 0.0068444197
## 18 0.0292497995 0.006062952 0.0003695185 0.024513906 0.0197771622
## 19 0.0018731048 0.003692028 0.0135943024 0.014778634 0.0115999829
## 20 0.0061365878 0.011291739 0.0070614680 0.001296332 0.0150742112
## 21 0.0075348165 0.021218400 0.0177969933 0.030278451 0.0153284004
## PC11.13 PC12.13 PC13.13 PC14.13 PC15.13
## 1 0.0180075020 0.0194374922 0.013470818 0.05203234 0.0166055939
## 2 0.0023984376 0.0278566952 0.027096598 0.04783504 0.0050924287
## 3 0.0068611686 0.0031847347 0.023743385 0.04281211 0.0074475140
## 4 0.0073517062 0.0002360754 0.012818297 0.03974568 0.0241197802
## 5 0.0041003550 0.0029588824 0.001883519 0.03465212 0.0262572483
## 6 0.0109812550 0.0239193785 0.013470184 0.03432059 0.0247863002
## 7 0.0009176543 0.0092987109 0.006793081 0.03416363 0.0095813212
## 8 0.0006241734 0.0038692109 0.003761999 0.03345704 0.0048381914
## 9 0.0071108922 0.0115521052 0.039041743 0.03314764 0.0103980243
## 10 0.0104475007 0.0092146767 0.005952255 0.03166396 0.0001306213
## 11 0.0242623261 0.0293302265 0.003543897 0.02991531 0.0206808745
## 12 0.0082672240 0.0046444189 0.011074184 0.02949527 0.0158405074
## 13 0.0086196215 0.0221749270 0.013606605 0.02651532 0.0178325436
## 14 0.0227095128 0.0050720745 0.005142048 0.02445789 0.0078050072
## 15 0.0126014369 0.0171414865 0.026644783 0.02423958 0.0242909381
## 16 0.0052773453 0.0166711748 0.001314698 0.02257531 0.0144500273
## 17 0.0180700950 0.0054814266 0.001018824 0.02241245 0.0050227151
## 18 0.0122948945 0.0257553935 0.030620175 0.02122275 0.0072622281
## 19 0.0163225177 0.0563823004 0.014356424 0.02080775 0.0043913482
## 20 0.0262233891 0.0087327063 0.000387345 0.02056018 0.0091526378
## 21 0.0106677707 0.0108881859 0.004760993 0.02038593 0.0102805241
## PC16.13 PC17.13 PC18.13 PC19.13 PC20.13
## 1 0.005221424 0.0363839623 9.352064e-03 0.007566880 0.011437563
## 2 0.001859075 0.0103639658 2.482527e-02 0.012608747 0.010017276
## 3 0.008750594 0.0240979897 9.685868e-03 0.048701596 0.013158863
## 4 0.020222250 0.0046754910 1.654039e-04 0.001707040 0.037763175
## 5 0.005438831 0.0350320756 4.101515e-02 0.001880376 0.019524309
## 6 0.028416728 0.0062068874 4.087607e-03 0.013931527 0.002792422
## 7 0.005696281 0.0052771841 3.075458e-02 0.005755969 0.013616821
## 8 0.010811923 0.0056265415 2.537453e-02 0.028356459 0.001906876
## 9 0.030173068 0.0251565088 9.632558e-06 0.010378777 0.006710492
## 10 0.004179001 0.0278652033 1.331503e-02 0.005162463 0.013509464
## 11 0.016643685 0.0140970148 8.651406e-04 0.003568520 0.012691021
## 12 0.002239219 0.0225297196 2.275990e-03 0.017123965 0.005482647
## 13 0.011643175 0.0056585626 2.132736e-02 0.010235224 0.001633480
## 14 0.011878138 0.0177122036 2.923849e-02 0.019815966 0.013080943
## 15 0.010020918 0.0109400901 4.295659e-03 0.011481442 0.010633742
## 16 0.007566383 0.0086314728 1.527903e-02 0.011884667 0.004470544
## 17 0.005434683 0.0191702590 1.099369e-02 0.017204004 0.006300514
## 18 0.005321750 0.0211236012 1.259166e-02 0.011270142 0.009007826
## 19 0.016402759 0.0003313023 1.242830e-02 0.016248758 0.004222065
## 20 0.008549125 0.0077309109 3.327938e-02 0.038723593 0.003486161
## 21 0.007284086 0.0000681285 1.351379e-03 0.003124974 0.057706894
## PC21.13 PC22.13 PC23.13 PC24.13 PC25.13
## 1 0.0120367742 0.0064925523 0.0250909792 0.007614174 0.0108427881
## 2 0.0001345493 0.0081868980 0.0252781095 0.024891879 0.0142626029
## 3 0.0161358669 0.0114544619 0.0052346942 0.010229317 0.0128940564
## 4 0.0047122443 0.0268411053 0.0098161939 0.005973932 0.0186116710
## 5 0.0233258709 0.0249552189 0.0157821830 0.014091877 0.0083716108
## 6 0.0238347136 0.0006358971 0.0008849579 0.005184798 0.0039431454
## 7 0.0024203886 0.0336023085 0.0013435304 0.037590965 0.0009519840
## 8 0.0137954478 0.0020790636 0.0175142368 0.014239775 0.0143823355
## 9 0.0099926366 0.0164255942 0.0111433760 0.003961749 0.0192148835
## 10 0.0142961062 0.0406304943 0.0070842949 0.018594354 0.0108446146
## 11 0.0029085738 0.0036096859 0.0331891998 0.004511090 0.0005069328
## 12 0.0058795476 0.0104511177 0.0157245660 0.016443502 0.0101204159
## 13 0.0017292281 0.0137213581 0.0244510058 0.013623170 0.0019594510
## 14 0.0434413242 0.0022734514 0.0082321613 0.004412369 0.0027872215
## 15 0.0418248551 0.0066222614 0.0137294638 0.015917493 0.0027037507
## 16 0.0121759984 0.0245537184 0.0121147196 0.009441786 0.0052949583
## 17 0.0101020121 0.0014797827 0.0219094957 0.022184494 0.0126750065
## 18 0.0210301845 0.0095410886 0.0086409520 0.008264837 0.0025007969
## 19 0.0034202436 0.0006403948 0.0259457104 0.017497247 0.0102407774
## 20 0.0240717349 0.0233573982 0.0146476061 0.037109557 0.0005793825
## 21 0.0045426515 0.0004601013 0.0107230761 0.004006964 0.0076742108
## PC26.13 PC27.13 PC28.13 PC29.13 PC30.13
## 1 0.0070098740 0.027882938 0.0084579786 0.0042752736 0.0144003887
## 2 0.0030453208 0.002932434 0.0180404239 0.0034814060 0.0072950828
## 3 0.0244401154 0.010963900 0.0025146364 0.0107530676 0.0088741855
## 4 0.0258224249 0.004136018 0.0003579466 0.0324026923 0.0019301787
## 5 0.0178076605 0.006331016 0.0143919303 0.0080001191 0.0217540643
## 6 0.0539212074 0.029626664 0.0110468411 0.0068904121 0.0060111648
## 7 0.0173745845 0.022091746 0.0009106448 0.0063290486 0.0262909998
## 8 0.0161572906 0.045126385 0.0047443445 0.0131365729 0.0082984556
## 9 0.0154495540 0.001235330 0.0051601802 0.0005887637 0.0137612984
## 10 0.0054488957 0.018845067 0.0076901521 0.0143016592 0.0055766737
## 11 0.0003158871 0.016106481 0.0310532446 0.0217171510 0.0024430145
## 12 0.0085011930 0.002377932 0.0016878406 0.0104800725 0.0022724138
## 13 0.0311708545 0.014719210 0.0156336862 0.0088036535 0.0126018668
## 14 0.0066630964 0.014710568 0.0308812199 0.0103775123 0.0001298397
## 15 0.0109455931 0.009309978 0.0057851801 0.0061322535 0.0049260975
## 16 0.0020127433 0.013727667 0.0255845394 0.0110504073 0.0484028724
## 17 0.0161639084 0.013996912 0.0436808791 0.0232522969 0.0196662194
## 18 0.0180535255 0.011820683 0.0116804969 0.0186431509 0.0077508257
## 19 0.0062259708 0.023757233 0.0112149713 0.0148710250 0.0017743965
## 20 0.0058538135 0.011773129 0.0139280529 0.0144149003 0.0350874878
## 21 0.0146240625 0.004040711 0.0113032062 0.0111171602 0.0027024728
## PC31.13 PC32.13 PC33.13 PC34.13 PC35.13
## 1 0.003058439 0.0104223994 0.0116722419 0.0265106743 0.0001300507
## 2 0.001202209 0.0218181559 0.0087272487 0.0107511727 0.0214846867
## 3 0.006938124 0.0192701540 0.0143512800 0.0030622628 0.0134227570
## 4 0.010390315 0.0189195769 0.0089904297 0.0087402349 0.0107143344
## 5 0.023882759 0.0172114354 0.0035637641 0.0117691234 0.0083103352
## 6 0.010736963 0.0250431566 0.0318090459 0.0024198002 0.0121143211
## 7 0.003132633 0.0247618602 0.0039000671 0.0270412766 0.0123699380
## 8 0.012642267 0.0236805934 0.0518837932 0.0002319862 0.0299425065
## 9 0.001719340 0.0151304423 0.0205969389 0.0337535404 0.0065986933
## 10 0.008902280 0.0384869011 0.0295180523 0.0115448747 0.0081394438
## 11 0.037442747 0.0005015064 0.0002309027 0.0030895186 0.0373922638
## 12 0.014119625 0.0026422574 0.0049178259 0.0256350722 0.0068490682
## 13 0.004174359 0.0029851974 0.0191147506 0.0120255242 0.0013550745
## 14 0.008169168 0.0184546139 0.0295608177 0.0123647695 0.0187980202
## 15 0.007671265 0.0184146416 0.0102129633 0.0148365094 0.0090835033
## 16 0.017759978 0.0145140855 0.0042574736 0.0230322985 0.0042287075
## 17 0.010154236 0.0222802022 0.0022393692 0.0123471766 0.0063730692
## 18 0.009362498 0.0064832838 0.0417843271 0.0286055986 0.0093387294
## 19 0.001484905 0.0210586624 0.0038936575 0.0129199735 0.0086078480
## 20 0.006263718 0.0070412983 0.0078761134 0.0145056557 0.0198478117
## 21 0.031780227 0.0183877764 0.0226502384 0.0037229312 0.0094923712
## PC36.13 PC37.13 PC38.13 PC39.13 PC40.13
## 1 0.009012071 0.008536677 0.006155270 2.261321e-02 3.252681e-03
## 2 0.032968635 0.010066207 0.010748328 4.839365e-02 7.555933e-03
## 3 0.025463100 0.020752434 0.041365502 2.989334e-02 9.579026e-04
## 4 0.002502554 0.004266231 0.023206111 6.482205e-04 1.167860e-02
## 5 0.020877587 0.026435523 0.042190943 2.694085e-02 3.354874e-02
## 6 0.014210240 0.004344355 0.019864362 1.667916e-02 1.734175e-02
## 7 0.016596176 0.009117328 0.007285253 1.032338e-02 2.130563e-02
## 8 0.012214891 0.001417303 0.017385192 1.130400e-02 1.164110e-02
## 9 0.023176107 0.048080238 0.019885236 4.167164e-03 1.610367e-02
## 10 0.008770795 0.036231280 0.007465190 2.348729e-03 1.088616e-02
## 11 0.015365824 0.001088287 0.002571623 1.742490e-03 8.616916e-04
## 12 0.006267412 0.028661939 0.027859224 1.389712e-02 6.909191e-03
## 13 0.009789433 0.022382828 0.003711882 1.394282e-02 4.257383e-02
## 14 0.002855796 0.028679038 0.019406810 4.717609e-03 8.846041e-05
## 15 0.036984507 0.018278364 0.006947710 2.244413e-03 5.327711e-03
## 16 0.013919346 0.006060915 0.021004263 6.512379e-06 5.594068e-03
## 17 0.010947112 0.037017550 0.030976287 5.790322e-03 8.036488e-03
## 18 0.034246715 0.010044104 0.002584070 1.098832e-02 9.693223e-03
## 19 0.011843520 0.012568097 0.011674683 8.556090e-05 8.563728e-03
## 20 0.020685769 0.043495013 0.007439036 1.955883e-02 2.239831e-02
## 21 0.015741824 0.023362478 0.011820366 2.381957e-03 4.168525e-03
## PC41.13 PC42.13 PC43.13 PC44.13 PC45.13
## 1 0.011570268 0.0348319425 0.0178696320 0.0150544850 0.0319442623
## 2 0.009676640 0.0153248634 0.0171000431 0.0142447850 0.0075442639
## 3 0.015245263 0.0356688909 0.0056500950 0.0381013780 0.0192782502
## 4 0.027360555 0.0068112101 0.0007958790 0.0004903914 0.0004736047
## 5 0.014690462 0.0056022036 0.0132129072 0.0172855631 0.0139710414
## 6 0.029463084 0.0197076965 0.0057604516 0.0353090663 0.0123663905
## 7 0.001723829 0.0403064144 0.0365688912 0.0098255164 0.0053061046
## 8 0.006057619 0.0130603861 0.0127261688 0.0013319924 0.0187934992
## 9 0.026946031 0.0376393791 0.0237218126 0.0166849922 0.0198323468
## 10 0.014079541 0.0247957245 0.0123560580 0.0327768402 0.0092937986
## 11 0.025426195 0.0170409778 0.0148412740 0.0101314409 0.0088937564
## 12 0.053621958 0.0090349442 0.0151474899 0.0271171771 0.0173251752
## 13 0.003224138 0.0323899044 0.0077749365 0.0136248466 0.0068999177
## 14 0.034564383 0.0183645191 0.0074915481 0.0551015080 0.0141232096
## 15 0.011549053 0.0008653008 0.0002670037 0.0199111020 0.0035261771
## 16 0.012477356 0.0090942510 0.0038598001 0.0224522737 0.0303986742
## 17 0.024951492 0.0126875766 0.0123272935 0.0153328844 0.0030843189
## 18 0.001664219 0.0053447019 0.0051152430 0.0047047089 0.0247971524
## 19 0.010147550 0.0035226055 0.0034638663 0.0056798300 0.0223515500
## 20 0.008467525 0.0329012285 0.0135742542 0.0064833617 0.0177477683
## 21 0.020639197 0.0170856485 0.0212998530 0.0084559490 0.0293598815
## PC46.13 PC47.13 PC48.13 PC49.13 PC50.13
## 1 0.006517117 0.014022444 0.006928971 0.011638277 0.0173617651
## 2 0.006735028 0.040879558 0.012227268 0.008975692 0.0013177707
## 3 0.036561553 0.022523798 0.023359232 0.003357948 0.0181328516
## 4 0.001786810 0.021218828 0.016964390 0.019034109 0.0278684969
## 5 0.023144132 0.015775264 0.002516294 0.001772171 0.0005050121
## 6 0.005400196 0.012813058 0.004135378 0.025434165 0.0019009680
## 7 0.019153358 0.014436869 0.022756666 0.015081237 0.0012942469
## 8 0.006022074 0.008953379 0.007408922 0.010716036 0.0064697928
## 9 0.010580637 0.009689343 0.012353149 0.013607762 0.0082460644
## 10 0.020395223 0.030644414 0.006567045 0.012669433 0.0067770310
## 11 0.020714443 0.005529082 0.032380201 0.016529460 0.0277537598
## 12 0.001834548 0.022946270 0.014427919 0.019484799 0.0339813028
## 13 0.015437185 0.018541582 0.009676484 0.012731327 0.0205016989
## 14 0.043293162 0.006908056 0.011986242 0.007858785 0.0077718093
## 15 0.008104409 0.030841701 0.000428111 0.008535380 0.0079758729
## 16 0.014451516 0.023350257 0.004104485 0.001196755 0.0170451125
## 17 0.003872223 0.008837437 0.044130689 0.015009847 0.0014120372
## 18 0.025504651 0.025993869 0.002408479 0.005842586 0.0050285835
## 19 0.035341457 0.016025201 0.029490397 0.026998154 0.0077464977
## 20 0.008612097 0.023417270 0.014773409 0.005743079 0.0219280510
## 21 0.004285109 0.023506654 0.022509523 0.016686431 0.0247123911
## PC51.13 PC52.13 PC53.13 PC54.13 PC55.13
## 1 0.0058930527 0.009767312 0.0243144468 0.0171445546 0.0324275632
## 2 0.0323087321 0.005803143 0.0414613455 0.0118362828 0.0077361124
## 3 0.0027691381 0.012012841 0.0220259129 0.0111204576 0.0003648512
## 4 0.0285095830 0.018949358 0.0239896580 0.0229405306 0.0199564132
## 5 0.0023876970 0.000584539 0.0294181547 0.0102268671 0.0117759579
## 6 0.0062218989 0.017400543 0.0003121021 0.0008153605 0.0002492435
## 7 0.0143063583 0.004316882 0.0178186376 0.0018797221 0.0209410722
## 8 0.0045931275 0.009343880 0.0353907726 0.0212149380 0.0204762500
## 9 0.0055778764 0.022300422 0.0098949963 0.0021540562 0.0228900802
## 10 0.0189293903 0.012817131 0.0112425240 0.0129525274 0.0087715572
## 11 0.0032255325 0.009809450 0.0069686322 0.0010971014 0.0170561667
## 12 0.0079120422 0.010260133 0.0224989660 0.0009282111 0.0083899575
## 13 0.0289123414 0.021633326 0.0403311456 0.0005479920 0.0506128239
## 14 0.0007122451 0.021253623 0.0162096397 0.0001327207 0.0018413514
## 15 0.0160570954 0.015072921 0.0230593285 0.0100413393 0.0333529136
## 16 0.0465006563 0.001842569 0.0334005615 0.0222085762 0.0150609786
## 17 0.0227222457 0.005435733 0.0003310062 0.0319835895 0.0276264632
## 18 0.0141104814 0.007149243 0.0356010823 0.0356283377 0.0108775144
## 19 0.0172849563 0.038932383 0.0075705749 0.0153388685 0.0294006112
## 20 0.0142356650 0.006706854 0.0043644760 0.0079230424 0.0016213797
## 21 0.0174451145 0.037332067 0.0019002684 0.0261463582 0.0097246318
## PC56.13 PC57.13 PC58.13 PC59.13 PC60.13
## 1 0.0196462852 0.0158506812 0.0009472866 0.014292480 0.014205217
## 2 0.0116623813 0.0029292353 0.0013623026 0.011086582 0.006877797
## 3 0.0077348914 0.0191647654 0.0083703260 0.006129549 0.006920273
## 4 0.0014114125 0.0345738076 0.0005703724 0.001808387 0.007134135
## 5 0.0337877077 0.0002138958 0.0055600502 0.018075108 0.008215513
## 6 0.0013329334 0.0024059648 0.0205310620 0.012657808 0.030495142
## 7 0.0125424399 0.0097112722 0.0167199056 0.009112724 0.006072856
## 8 0.0097613192 0.0034046792 0.0261966325 0.017908031 0.005219550
## 9 0.0066379636 0.0150600203 0.0125730627 0.007086312 0.016131762
## 10 0.0009341546 0.0110941329 0.0410441146 0.022543249 0.017457682
## 11 0.0204379417 0.0222050920 0.0057568211 0.017349748 0.014641543
## 12 0.0149906316 0.0172954496 0.0396379065 0.024000690 0.019165914
## 13 0.0125973203 0.0006417965 0.0052174617 0.012555791 0.001549461
## 14 0.0193079703 0.0249291572 0.0001651332 0.024050442 0.002402079
## 15 0.0074359458 0.0658387454 0.0031831509 0.028905248 0.005174998
## 16 0.0266252000 0.0216577643 0.0094062669 0.006408813 0.003552943
## 17 0.0173797478 0.0005879765 0.0144710664 0.003757723 0.019381234
## 18 0.0106730363 0.0015997096 0.0075136757 0.015502514 0.052795819
## 19 0.0343730458 0.0139984266 0.0331325409 0.032927691 0.023113612
## 20 0.0178425836 0.0363386915 0.0275029508 0.003690235 0.005978005
## 21 0.0421240490 0.0005518043 0.0043324004 0.018429089 0.033227982
## PC61.13 PC62.13 PC63.13 PC64.13 PC65.13
## 1 0.005447547 4.752531e-02 0.027747199 0.0240274807 0.015129212
## 2 0.001825640 4.763906e-04 0.012246761 0.0049039762 0.005585402
## 3 0.009685530 5.270374e-03 0.010482572 0.0055515971 0.014571146
## 4 0.028753872 2.258192e-03 0.006231804 0.0229996852 0.004484612
## 5 0.021196265 6.059957e-06 0.005537606 0.0197953117 0.015575552
## 6 0.010446085 1.434160e-03 0.052164793 0.0157589581 0.012874701
## 7 0.012814248 6.510743e-02 0.001195416 0.0034060351 0.008064042
## 8 0.011949069 2.140155e-02 0.023973926 0.0102944367 0.020264271
## 9 0.021836115 1.918823e-02 0.003004076 0.0119618608 0.022211332
## 10 0.033339945 3.017350e-02 0.014945924 0.0053521695 0.022998476
## 11 0.030349411 2.165496e-04 0.001920552 0.0357412557 0.002299145
## 12 0.016260121 8.681366e-03 0.021279774 0.0207177417 0.001980126
## 13 0.025053454 2.424925e-02 0.012734718 0.0003502170 0.015659953
## 14 0.029062510 2.209401e-03 0.007052124 0.0007189327 0.020260927
## 15 0.007799949 1.779020e-02 0.012204365 0.0050042082 0.010440618
## 16 0.026546418 2.305947e-02 0.020584123 0.0079861148 0.020139894
## 17 0.006818913 9.973418e-03 0.003709432 0.0039693320 0.008179798
## 18 0.002828014 2.505668e-02 0.015687418 0.0149730563 0.010184212
## 19 0.009105700 1.104839e-02 0.007330237 0.0156091167 0.012160437
## 20 0.015124400 1.690232e-03 0.010342404 0.0075662393 0.017013066
## 21 0.013542498 1.501487e-02 0.026840548 0.0072716741 0.008621503
## PC66.13 PC67.13 PC68.13
## 1 0.001768470 0.0008809235 0.0202401258
## 2 0.019612045 0.0110893130 0.0092625906
## 3 0.018929406 0.0061717717 0.0203638845
## 4 0.049476845 0.0147944324 0.0059881318
## 5 0.012839794 0.0217421688 0.0007237298
## 6 0.020570655 0.0208716510 0.0024669852
## 7 0.007152437 0.0099763824 0.0225654471
## 8 0.005381702 0.0480698388 0.0103327468
## 9 0.029049346 0.0137841742 0.0285520058
## 10 0.005718274 0.0144234737 0.0194302042
## 11 0.000491490 0.0381285435 0.0013843133
## 12 0.009463586 0.0097470611 0.0017762703
## 13 0.017530809 0.0185854598 0.0159891192
## 14 0.002539966 0.0048560626 0.0037756628
## 15 0.013922677 0.0067289171 0.0177623083
## 16 0.022269664 0.0301882735 0.0013267173
## 17 0.045767586 0.0093709160 0.0218993263
## 18 0.023423474 0.0079418362 0.0196420568
## 19 0.022178441 0.0207793749 0.0093621067
## 20 0.007969247 0.0176483759 0.0377772817
## 21 0.001465802 0.0007717288 0.0055024242
## programN.14 PC1.14 PC2.14
## 1 Curriculum.and.Teaching 0.0063964291 0.020275903
## 2 Neuroscience 0.0082813494 0.034657422
## 3 Counseling.Psychology 0.0123253710 0.029778751
## 4 Anthropology 0.0072486176 0.011392533
## 5 School.Psychology 0.0141583324 0.011341619
## 6 Early.Childhood.Education 0.0163175487 0.002736457
## 7 Music 0.0013313270 0.009494630
## 8 Deaf.and.Hard.of.Hearing 0.0004832062 0.030295644
## 9 Diabetes.Education 0.0013461403 0.029004561
## 10 Kinesiology 0.0091969249 0.037890503
## 11 Science.Education 0.0001849125 0.006356675
## 12 English.Education 0.0092787177 0.003928365
## 13 Sexuality..Women.and.Gender.in.Psychology 0.0216615570 0.026960344
## 14 Mathematics 0.0047741638 0.001823151
## 15 School.Principals 0.0319213651 0.005382745
## 16 Education.Policy 0.0323267164 0.008793870
## 17 Adult.Education 0.0284241315 0.013389713
## 18 Communication.Media.and.Learning.Technologies 0.0075316150 0.001195994
## 19 Inclusive.Education 0.0170615072 0.010920638
## 20 College.Advising 0.0203485432 0.009774807
## 21 Literacy 0.0152527089 0.007728221
## PC3.14 PC4.14 PC5.14 PC6.14 PC7.14
## 1 0.0124009592 0.0210893447 0.002122926 0.0169547295 0.003075818
## 2 0.0274107594 0.0046522158 0.006940352 0.0170801532 0.003198050
## 3 0.0088381747 0.0129449950 0.028289532 0.0179568214 0.022942736
## 4 0.0050472881 0.0249333296 0.014114775 0.0207416050 0.025954417
## 5 0.0090697886 0.0053335676 0.006691396 0.0365560870 0.011510206
## 6 0.0021324511 0.0260539388 0.013054109 0.0121212730 0.020794978
## 7 0.0221763981 0.0040015203 0.033295249 0.0005785762 0.039813611
## 8 0.0003625311 0.0332722791 0.008320232 0.0176110527 0.029480553
## 9 0.0050051172 0.0020001112 0.003031366 0.0193392395 0.020485282
## 10 0.0098025730 0.0022344096 0.006726859 0.0100511161 0.005571745
## 11 0.0161918004 0.0161678166 0.016481645 0.0569476990 0.009092715
## 12 0.0054881232 0.0531405663 0.009994085 0.0057419804 0.008528871
## 13 0.0039637231 0.0126042931 0.023231967 0.0241148815 0.016476556
## 14 0.0463887703 0.0087165361 0.018786976 0.0074538327 0.011699476
## 15 0.0059569597 0.0014717177 0.007939695 0.0095744632 0.023118124
## 16 0.0080993748 0.0114610317 0.001533022 0.0012701672 0.036992321
## 17 0.0011753502 0.0094882961 0.020011212 0.0262821686 0.020197883
## 18 0.0359331333 0.0045449315 0.013646469 0.0006050177 0.020911510
## 19 0.0032186462 0.0005861185 0.022383499 0.0297825498 0.015254051
## 20 0.0163386154 0.0086642029 0.024373204 0.0146771685 0.010972374
## 21 0.0030912051 0.0340766380 0.019110208 0.0021212641 0.037573550
## PC8.14 PC9.14 PC10.14 PC11.14 PC12.14
## 1 0.0112353671 0.044147375 0.002463690 0.0271519370 0.0057308252
## 2 0.0060050438 0.024451768 0.008449557 0.0012817421 0.0092216656
## 3 0.0058531308 0.013784837 0.003363009 0.0148763008 0.0131818062
## 4 0.0122898292 0.025212914 0.011360764 0.0001411341 0.0119957487
## 5 0.0160879548 0.031969633 0.003929108 0.0041003550 0.0029588824
## 6 0.0330284428 0.021549936 0.019640020 0.0071002159 0.0014550918
## 7 0.0079498414 0.023227344 0.014447780 0.0244549155 0.0219811602
## 8 0.0111934079 0.017047241 0.014815810 0.0154384187 0.0179482131
## 9 0.0343656446 0.025550739 0.008382366 0.0020275950 0.0013072578
## 10 0.0115191229 0.003794105 0.014654090 0.0109812550 0.0239193785
## 11 0.0104372384 0.027654292 0.003067825 0.0126014369 0.0171414865
## 12 0.0073043121 0.005619475 0.027426394 0.0056159168 0.0078812158
## 13 0.0133393896 0.020629130 0.013306482 0.0280992606 0.0135083558
## 14 0.0227874887 0.005242621 0.026662334 0.0073517062 0.0002360754
## 15 0.0059212074 0.037217360 0.006937126 0.0034252138 0.0119833550
## 16 0.0009551069 0.024343303 0.013223084 0.0040301126 0.0025939660
## 17 0.0135619588 0.001392056 0.011861438 0.0058608203 0.0044019126
## 18 0.0393046696 0.008235191 0.029565721 0.0242623261 0.0293302265
## 19 0.0071218003 0.009367531 0.018008326 0.0356482459 0.0137136493
## 20 0.0150352054 0.001865618 0.019929271 0.0243791447 0.0016677943
## 21 0.0338118411 0.001075257 0.002139105 0.0107924112 0.0033740289
## PC13.14 PC14.14 PC15.14 PC16.14 PC17.14
## 1 0.0151856779 0.0097664484 0.04846312 0.027299040 0.018711407
## 2 0.0026982800 0.0009149750 0.03853320 0.030638579 0.004617344
## 3 0.0017390673 0.0032680598 0.03775804 0.011238361 0.010338284
## 4 0.0211476083 0.0032106535 0.03510653 0.046731327 0.011973868
## 5 0.0018835188 0.0346521165 0.02625725 0.005438831 0.035032076
## 6 0.0251107596 0.0031950390 0.02614185 0.032150140 0.024998248
## 7 0.0185234630 0.0119186711 0.02592388 0.008021661 0.015138437
## 8 0.0281445419 0.0051460533 0.02502975 0.025337306 0.014466611
## 9 0.0224833564 0.0001161929 0.02490828 0.011650159 0.004988348
## 10 0.0134701839 0.0343205910 0.02478630 0.028416728 0.006206887
## 11 0.0266447829 0.0242395828 0.02429094 0.010020918 0.010940090
## 12 0.0034628875 0.0007916287 0.02425232 0.024049301 0.008898726
## 13 0.0095990422 0.0028277341 0.02415427 0.003440244 0.004158080
## 14 0.0128182972 0.0397456821 0.02411978 0.020222250 0.004675491
## 15 0.0005246415 0.0084102952 0.02281676 0.007366102 0.001179714
## 16 0.0087899478 0.0008786270 0.02256781 0.012958470 0.010287359
## 17 0.0027171270 0.0191924286 0.02135459 0.020422979 0.010203194
## 18 0.0035438972 0.0299153100 0.02068087 0.016643685 0.014097015
## 19 0.0006533485 0.0122610400 0.02038525 0.012446626 0.028783254
## 20 0.0382673370 0.0058974183 0.01927483 0.012794286 0.035515685
## 21 0.0321135057 0.0104948236 0.01923569 0.024823046 0.012727705
## PC18.14 PC19.14 PC20.14 PC21.14 PC22.14
## 1 0.0059827228 0.029691707 0.016885039 0.0028654487 0.0207473082
## 2 0.0222377474 0.011392769 0.001406500 0.0200360698 0.0169055111
## 3 0.0120111436 0.008866299 0.016796180 0.0370311571 0.0250987048
## 4 0.0201153284 0.002505940 0.007557299 0.0333240794 0.0124656428
## 5 0.0410151501 0.001880376 0.019524309 0.0233258709 0.0249552189
## 6 0.0099390354 0.001015508 0.028130418 0.0171683156 0.0160529655
## 7 0.0101918827 0.016570914 0.021952516 0.0395126697 0.0198097724
## 8 0.0215054840 0.012970412 0.009701404 0.0028733298 0.0258902246
## 9 0.0457028055 0.012520540 0.005576673 0.0014952977 0.0148627765
## 10 0.0040876066 0.013931527 0.002792422 0.0238347136 0.0006358971
## 11 0.0042956585 0.011481442 0.010633742 0.0418248551 0.0066222614
## 12 0.0373760421 0.029610708 0.022473493 0.0119503698 0.0140340932
## 13 0.0130532772 0.013975436 0.017997007 0.0094939382 0.0042878651
## 14 0.0001654039 0.001707040 0.037763175 0.0047122443 0.0268411053
## 15 0.0266198522 0.007934219 0.012425224 0.0270974530 0.0156037082
## 16 0.0140662409 0.030828429 0.031274059 0.0052381018 0.0173406772
## 17 0.0001088556 0.021082632 0.018696905 0.0204459493 0.0207827210
## 18 0.0008651406 0.003568520 0.012691021 0.0029085738 0.0036096859
## 19 0.0449375971 0.010910470 0.013056997 0.0002768048 0.0121534748
## 20 0.0147640123 0.014235093 0.033777986 0.0041214729 0.0062544847
## 21 0.0137633239 0.012915821 0.003471058 0.0077980011 0.0195599840
## PC23.14 PC24.14 PC25.14 PC26.14 PC27.14
## 1 1.152939e-02 0.0248510128 0.0168177139 0.0067012627 0.003219144
## 2 1.715587e-02 0.0189879783 0.0364937550 0.0072406084 0.011685925
## 3 9.036125e-03 0.0207327968 0.0081208613 0.0096967822 0.008100478
## 4 1.888720e-02 0.0151327532 0.0009102206 0.0269961025 0.033258648
## 5 1.578218e-02 0.0140918768 0.0083716108 0.0178076605 0.006331016
## 6 2.659513e-02 0.0384892121 0.0118781100 0.0102737660 0.013511713
## 7 3.047582e-02 0.0093538918 0.0165904965 0.0051181020 0.006343802
## 8 3.105452e-05 0.0284392617 0.0051393806 0.0089707938 0.005579866
## 9 2.520695e-02 0.0034863291 0.0067578970 0.0151142179 0.007009808
## 10 8.849579e-04 0.0051847978 0.0039431454 0.0539212074 0.029626664
## 11 1.372946e-02 0.0159174934 0.0027037507 0.0109455931 0.009309978
## 12 7.340199e-03 0.0269439299 0.0029602518 0.0172001321 0.027199242
## 13 1.869292e-02 0.0170201715 0.0246005033 0.0117664090 0.007402011
## 14 9.816194e-03 0.0059739319 0.0186116710 0.0258224249 0.004136018
## 15 4.628736e-03 0.0008539759 0.0121269114 0.0037319271 0.034263125
## 16 9.886956e-03 0.0082556316 0.0089415613 0.0020818815 0.012823729
## 17 2.502608e-02 0.0008077446 0.0298119762 0.0027380049 0.011030234
## 18 3.318920e-02 0.0045110901 0.0005069328 0.0003158871 0.016106481
## 19 2.278943e-02 0.0244319393 0.0230774302 0.0316467438 0.004983032
## 20 2.581364e-02 0.0350245697 0.0188720143 0.0212950138 0.012517448
## 21 3.647064e-02 0.0257586828 0.0184477356 0.0011233195 0.014363338
## PC28.14 PC29.14 PC30.14 PC31.14 PC32.14
## 1 0.0226700029 0.013510914 0.004357482 0.0059760276 0.0099387450
## 2 0.0015291338 0.018357997 0.022055438 0.0104304188 0.0198103297
## 3 0.0114107699 0.006135108 0.002490327 0.0541618383 0.0167544069
## 4 0.0133339625 0.030818818 0.004482350 0.0376564448 0.0214811413
## 5 0.0143919303 0.008000119 0.021754064 0.0238827592 0.0172114354
## 6 0.0114065064 0.022090320 0.031967155 0.0049696001 0.0185987087
## 7 0.0086232152 0.006823199 0.008979528 0.0054854926 0.0129087503
## 8 0.0120209438 0.019050512 0.027274032 0.0161146171 0.0024506250
## 9 0.0406683788 0.011029199 0.033659846 0.0129255845 0.0033227582
## 10 0.0110468411 0.006890412 0.006011165 0.0107369635 0.0250431566
## 11 0.0057851801 0.006132253 0.004926097 0.0076712646 0.0184146416
## 12 0.0127030288 0.016462168 0.029320502 0.0106515821 0.0200756744
## 13 0.0202215632 0.021625613 0.004257236 0.0247241466 0.0107931755
## 14 0.0003579466 0.032402692 0.001930179 0.0103903147 0.0189195769
## 15 0.0073784583 0.011564138 0.016306145 0.0041917671 0.0222702856
## 16 0.0043735977 0.002958133 0.018099459 0.0145393846 0.0248997503
## 17 0.0346366529 0.009180850 0.039676581 0.0083334899 0.0097243273
## 18 0.0310532446 0.021717151 0.002443015 0.0374427474 0.0005015064
## 19 0.0307676886 0.013948056 0.042075860 0.0044997353 0.0119160664
## 20 0.0106559708 0.013515841 0.005792605 0.0006276715 0.0237316993
## 21 0.0068910628 0.014289001 0.008523742 0.0208386252 0.0157810997
## PC33.14 PC34.14 PC35.14 PC36.14 PC37.14
## 1 0.0242688886 0.007903039 0.001158178 0.0021875264 0.0021328520
## 2 0.0239844111 0.001495123 0.006022188 0.0215628649 0.0142566743
## 3 0.0067040547 0.009948539 0.026016046 0.0019132916 0.0009117208
## 4 0.0179679657 0.008651043 0.014940891 0.0251928075 0.0049948889
## 5 0.0035637641 0.011769123 0.008310335 0.0208775866 0.0264355233
## 6 0.0037854684 0.007694494 0.012775790 0.0059912201 0.0066625584
## 7 0.0037075278 0.033242185 0.001567064 0.0282139147 0.0256849278
## 8 0.0078392791 0.003612524 0.009234157 0.0097978922 0.0009912673
## 9 0.0130393617 0.024006436 0.037349451 0.0023045681 0.0213914434
## 10 0.0318090459 0.002419800 0.012114321 0.0142102401 0.0043443554
## 11 0.0102129633 0.014836509 0.009083503 0.0369845065 0.0182783638
## 12 0.0031951368 0.027047001 0.007447188 0.0006196092 0.0145370901
## 13 0.0221986133 0.046359549 0.019166348 0.0043878701 0.0071293894
## 14 0.0089904297 0.008740235 0.010714334 0.0025025539 0.0042662312
## 15 0.0105086022 0.044342010 0.004610165 0.0339489855 0.0079633574
## 16 0.0091030532 0.003027098 0.014922312 0.0234782867 0.0074091063
## 17 0.0042953455 0.011510005 0.037944145 0.0197211996 0.0494494400
## 18 0.0002309027 0.003089519 0.037392264 0.0153658244 0.0010882873
## 19 0.0032904695 0.017535822 0.011778460 0.0058763136 0.0175596240
## 20 0.0118552631 0.006268324 0.017920449 0.0147256999 0.0190217040
## 21 0.0139882628 0.001661142 0.008963521 0.0063303252 0.0146810979
## PC38.14 PC39.14 PC40.14 PC41.14 PC42.14
## 1 0.017632292 0.0342654009 0.0126524986 8.513003e-03 1.291621e-02
## 2 0.006427212 0.0174540399 0.0210740492 6.719749e-03 9.407813e-05
## 3 0.018358323 0.0011205325 0.0176395119 5.428476e-03 1.245694e-02
## 4 0.009268270 0.0079574468 0.0143241719 1.496587e-02 4.976429e-03
## 5 0.042190943 0.0269408502 0.0335487365 1.469046e-02 5.602204e-03
## 6 0.011242512 0.0240057629 0.0267822260 2.199111e-02 2.692015e-02
## 7 0.015024316 0.0115403387 0.0188130868 8.162331e-05 3.426589e-03
## 8 0.005899784 0.0095354676 0.0247832667 7.506388e-03 6.405567e-03
## 9 0.002080026 0.0398844841 0.0051088455 1.952895e-02 3.729602e-02
## 10 0.019864362 0.0166791630 0.0173417516 2.946308e-02 1.970770e-02
## 11 0.006947710 0.0022444129 0.0053277109 1.154905e-02 8.653008e-04
## 12 0.007350681 0.0399378925 0.0019282402 4.918339e-03 1.712606e-03
## 13 0.007958182 0.0026019229 0.0017444771 7.651826e-03 3.030729e-02
## 14 0.023206111 0.0006482205 0.0116785958 2.736056e-02 6.811210e-03
## 15 0.061328798 0.0192273687 0.0010457349 3.749740e-02 1.032531e-02
## 16 0.011824113 0.0571833824 0.0098601246 1.419881e-02 1.112936e-02
## 17 0.009883776 0.0165194707 0.0125435307 5.176922e-03 1.284150e-02
## 18 0.002571623 0.0017424902 0.0008616916 2.542620e-02 1.704098e-02
## 19 0.008483998 0.0194436570 0.0049116173 1.654482e-02 6.804155e-03
## 20 0.044370356 0.0013225617 0.0187690454 9.751090e-03 5.085027e-03
## 21 0.020140639 0.0107595988 0.0167439532 2.193217e-02 9.234948e-03
## PC43.14 PC44.14 PC45.14 PC46.14 PC47.14
## 1 0.0107992240 0.0039900158 0.0073309416 0.002109297 0.006442321
## 2 0.0254418214 0.0034489521 0.0023730569 0.001165617 0.023025591
## 3 0.0016612663 0.0185446976 0.0103575226 0.032467065 0.003999521
## 4 0.0026355850 0.0100842442 0.0018465310 0.022026616 0.001947440
## 5 0.0132129072 0.0172855631 0.0139710414 0.023144132 0.015775264
## 6 0.0191501561 0.0031657556 0.0257522306 0.007428793 0.004845564
## 7 0.0090591903 0.0039600349 0.0102827115 0.022720178 0.014934089
## 8 0.0148482945 0.0038236898 0.0255710194 0.015438946 0.011517002
## 9 0.0024832457 0.0222760224 0.0161855421 0.001550490 0.004901329
## 10 0.0057604516 0.0353090663 0.0123663905 0.005400196 0.012813058
## 11 0.0002670037 0.0199111020 0.0035261771 0.008104409 0.030841701
## 12 0.0024213924 0.0281666589 0.0104766762 0.015160754 0.002406753
## 13 0.0256384101 0.0062154054 0.0082020224 0.020747391 0.001122818
## 14 0.0007958790 0.0004903914 0.0004736047 0.001786810 0.021218828
## 15 0.0010543526 0.0127241139 0.0104923017 0.023839808 0.009653701
## 16 0.0201894826 0.0050311870 0.0298316649 0.016048174 0.063725161
## 17 0.0273872159 0.0047822940 0.0136964431 0.011028103 0.014846850
## 18 0.0148412740 0.0101314409 0.0088937564 0.020714443 0.005529082
## 19 0.0258702682 0.0210734158 0.0227046753 0.019649372 0.021996065
## 20 0.0287977154 0.0019139992 0.0182459258 0.006393659 0.002017083
## 21 0.0165386495 0.0209427478 0.0288046473 0.024974387 0.009558361
## PC48.14 PC49.14 PC50.14 PC51.14 PC52.14
## 1 0.0005942735 0.030270919 0.0155641485 0.0188651661 0.011721599
## 2 0.0108297882 0.002611124 0.0102166669 0.0313499301 0.026137646
## 3 0.0060273655 0.001924934 0.0188253504 0.0081814114 0.013774740
## 4 0.0110039686 0.004115277 0.0008671222 0.0095065472 0.001165739
## 5 0.0025162943 0.001772171 0.0005050121 0.0023876970 0.000584539
## 6 0.0534654011 0.007169404 0.0029971363 0.0133442124 0.004402327
## 7 0.0025083826 0.027603506 0.0123742531 0.0049943191 0.021026577
## 8 0.0323712131 0.030152235 0.0065554849 0.0161787174 0.019927127
## 9 0.0343466502 0.011585849 0.0113383049 0.0108721330 0.003786968
## 10 0.0041353782 0.025434165 0.0019009680 0.0062218989 0.017400543
## 11 0.0004281110 0.008535380 0.0079758729 0.0160570954 0.015072921
## 12 0.0476914612 0.014883303 0.0080353999 0.0006677501 0.022416943
## 13 0.0036871116 0.001709257 0.0062403701 0.0290759161 0.002930999
## 14 0.0169643900 0.019034109 0.0278684969 0.0285095830 0.018949358
## 15 0.0157912035 0.035916739 0.0198680931 0.0010542637 0.003602526
## 16 0.0017749367 0.034874201 0.0254895324 0.0080101241 0.004199199
## 17 0.0004276145 0.005165856 0.0148577288 0.0257723443 0.010937998
## 18 0.0323802009 0.016529460 0.0277537598 0.0032255325 0.009809450
## 19 0.0032544164 0.005851927 0.0061513152 0.0392938182 0.033265264
## 20 0.0139481196 0.000675580 0.0184273011 0.0134668851 0.027534465
## 21 0.0255371553 0.018831624 0.0230699522 0.0163549630 0.003342822
## PC53.14 PC54.14 PC55.14 PC56.14 PC57.14
## 1 0.0084164123 0.0300685024 0.0118851146 0.0415885848 5.425375e-03
## 2 0.0326605694 0.0143283040 0.0017381732 0.0148300282 1.401473e-02
## 3 0.0245576490 0.0017917463 0.0210675244 0.0049683435 1.933771e-04
## 4 0.0210651750 0.0232125969 0.0260020882 0.0256390383 1.590431e-02
## 5 0.0294181547 0.0102268671 0.0117759579 0.0337877077 2.138958e-04
## 6 0.0095169916 0.0066988085 0.0067861623 0.0061490947 2.788803e-02
## 7 0.0218063432 0.0229360323 0.0016926755 0.0483129522 1.018414e-02
## 8 0.0249062437 0.0505674779 0.0137039903 0.0069350531 2.415136e-02
## 9 0.0114923788 0.0255463749 0.0322956348 0.0087096612 1.472628e-02
## 10 0.0003121021 0.0008153605 0.0002492435 0.0013329334 2.405965e-03
## 11 0.0230593285 0.0100413393 0.0333529136 0.0074359458 6.583875e-02
## 12 0.0046828594 0.0098045072 0.0003477724 0.0338410841 6.799493e-03
## 13 0.0379608313 0.0320571934 0.0027015202 0.0086863854 2.566853e-02
## 14 0.0239896580 0.0229405306 0.0199564132 0.0014114125 3.457381e-02
## 15 0.0067532476 0.0206846249 0.0229972681 0.0081600580 1.543993e-02
## 16 0.0078010804 0.0011994526 0.0037855934 0.0007189096 3.520091e-03
## 17 0.0010831601 0.0153962332 0.0134792462 0.0058437591 3.489686e-02
## 18 0.0069686322 0.0010971014 0.0170561667 0.0204379417 2.220509e-02
## 19 0.0014460615 0.0125827955 0.0109562284 0.0011959113 2.030594e-02
## 20 0.0079700799 0.0027662226 0.0045494981 0.0181389022 5.190003e-05
## 21 0.0049581117 0.0329088967 0.0127457601 0.0212585522 4.880840e-03
## PC58.14 PC59.14 PC60.14 PC61.14 PC62.14
## 1 0.0192126686 0.015581909 0.0086626760 0.017420714 3.912263e-04
## 2 0.0322233127 0.010604886 0.0050090322 0.002587240 3.728433e-02
## 3 0.0046913547 0.044658588 0.0151329808 0.011348932 1.915041e-04
## 4 0.0095231596 0.023253109 0.0157467721 0.008771105 2.148573e-02
## 5 0.0055600502 0.018075108 0.0082155131 0.021196265 6.059957e-06
## 6 0.0131300471 0.011914935 0.0284977274 0.006698215 4.934480e-03
## 7 0.0078136921 0.002190757 0.0009684508 0.029856896 5.964385e-03
## 8 0.0023957447 0.016333890 0.0181725314 0.003175944 5.390460e-03
## 9 0.0089823566 0.011496998 0.0088015811 0.017897118 1.528504e-02
## 10 0.0205310620 0.012657808 0.0304951417 0.010446085 1.434160e-03
## 11 0.0031831509 0.028905248 0.0051749983 0.007799949 1.779020e-02
## 12 0.0045794819 0.003592954 0.0021104248 0.011671938 6.513001e-03
## 13 0.0128126667 0.011430421 0.0201215702 0.015869348 2.235705e-02
## 14 0.0005703724 0.001808387 0.0071341350 0.028753872 2.258192e-03
## 15 0.0257238149 0.003237870 0.0172457701 0.005899460 3.462131e-03
## 16 0.0178475038 0.005890762 0.0146342808 0.015481927 2.165209e-02
## 17 0.0081864685 0.008276918 0.0149502251 0.002828793 8.522109e-03
## 18 0.0057568211 0.017349748 0.0146415426 0.030349411 2.165496e-04
## 19 0.0113508668 0.017011324 0.0178330426 0.016984420 6.758373e-04
## 20 0.0097139029 0.046507462 0.0327891300 0.005858272 8.746826e-03
## 21 0.0320283684 0.020303858 0.0109428327 0.008456194 1.092215e-02
## PC63.14 PC64.14 PC65.14 PC66.14 PC67.14
## 1 0.010769324 0.026327516 0.041923268 0.016629126 0.003882247
## 2 0.001782576 0.032788913 0.019945987 0.025869868 0.024302939
## 3 0.031977539 0.001671779 0.021461798 0.002179003 0.022118439
## 4 0.017334277 0.008163954 0.007822644 0.033123151 0.012292413
## 5 0.005537606 0.019795312 0.015575552 0.012839794 0.021742169
## 6 0.001779919 0.007887224 0.002852583 0.003270557 0.005397105
## 7 0.013778415 0.034963448 0.019003963 0.003949686 0.004902395
## 8 0.020334733 0.022205995 0.035747545 0.020345896 0.008762385
## 9 0.003318310 0.009322030 0.008236429 0.010521834 0.012063465
## 10 0.052164793 0.015758958 0.012874701 0.020570655 0.020871651
## 11 0.012204365 0.005004208 0.010440618 0.013922677 0.006728917
## 12 0.016457479 0.022660626 0.016685677 0.023528320 0.031208677
## 13 0.012143539 0.041621206 0.023021525 0.015915069 0.002720838
## 14 0.006231804 0.022999685 0.004484612 0.049476845 0.014794432
## 15 0.002854494 0.011915945 0.002351855 0.013604002 0.008621536
## 16 0.003868852 0.014446847 0.004608666 0.004189666 0.003767999
## 17 0.003799427 0.036784800 0.017382709 0.003434451 0.008699730
## 18 0.001920552 0.035741256 0.002299145 0.000491490 0.038128544
## 19 0.004312326 0.004573015 0.022077595 0.008488602 0.006659960
## 20 0.002526312 0.018243552 0.008007964 0.016319285 0.013331157
## 21 0.023620548 0.037046776 0.003178783 0.009898796 0.019402486
## PC68.14 programN.15 PC1.15
## 1 0.0056948558 Movement.Science 1.334247e-02
## 2 0.0238644148 Anthropology 7.248618e-03
## 3 0.0416938066 Art.Education 1.555650e-02
## 4 0.0122383227 Physical.Education 5.059954e-05
## 5 0.0007237298 Early.Childhood.Education 1.631755e-02
## 6 0.0281049725 Neuroscience 8.281349e-03
## 7 0.0015280487 Education.Technology 1.034184e-02
## 8 0.0126924120 Kinesiology 9.196925e-03
## 9 0.0051062697 Developmental.Psychology 1.346231e-02
## 10 0.0024669852 Curriculum.and.Teaching 6.396429e-03
## 11 0.0177623083 Deaf.and.Hard.of.Hearing 4.832062e-04
## 12 0.0180189870 Instructional.Technology.and.Media 1.229961e-03
## 13 0.0199583902 Creative.Technologies 6.303883e-03
## 14 0.0059881318 Literacy 1.525271e-02
## 15 0.0140855684 English.Education 9.278718e-03
## 16 0.0248015410 Higher.and.Postsecondary.Education 7.527071e-03
## 17 0.0356690038 Politics 3.108922e-02
## 18 0.0013843133 Adult.Education 2.842413e-02
## 19 0.0116888410 Mathematics 4.774164e-03
## 20 0.0221388427 Social.Organizational.Psychology 3.184102e-02
## 21 0.0093175439 Physiology 1.457407e-02
## PC2.15 PC3.15 PC4.15 PC5.15 PC6.15
## 1 0.022352574 0.0138144761 0.008370882 2.063737e-03 0.0278264018
## 2 0.011392533 0.0050472881 0.024933330 1.411478e-02 0.0207416050
## 3 0.002048307 0.0089310749 0.002073455 2.293311e-02 0.0089905332
## 4 0.029865684 0.0172981154 0.006940586 5.902268e-05 0.0010439017
## 5 0.002736457 0.0021324511 0.026053939 1.305411e-02 0.0121212730
## 6 0.034657422 0.0274107594 0.004652216 6.940352e-03 0.0170801532
## 7 0.014739512 0.0404940795 0.001439835 2.654586e-02 0.0035173959
## 8 0.037890503 0.0098025730 0.002234410 6.726859e-03 0.0100511161
## 9 0.022812501 0.0003474403 0.000157270 1.074489e-02 0.0006575599
## 10 0.020275903 0.0124009592 0.021089345 2.122926e-03 0.0169547295
## 11 0.030295644 0.0003625311 0.033272279 8.320232e-03 0.0176110527
## 12 0.001435074 0.0411508592 0.013920560 5.302009e-03 0.0184542485
## 13 0.009043693 0.0385378293 0.017902383 4.379405e-03 0.0164805896
## 14 0.007728221 0.0030912051 0.034076638 1.911021e-02 0.0021212641
## 15 0.003928365 0.0054881232 0.053140566 9.994085e-03 0.0057419804
## 16 0.011385278 0.0130459674 0.004600435 3.082268e-02 0.0402722606
## 17 0.016924948 0.0029590339 0.023970624 7.268134e-03 0.0004427211
## 18 0.013389713 0.0011753502 0.009488296 2.001121e-02 0.0262821686
## 19 0.001823151 0.0463887703 0.008716536 1.878698e-02 0.0074538327
## 20 0.008441504 0.0116379852 0.001791635 9.742845e-03 0.0136477547
## 21 0.036751371 0.0037967058 0.019235619 5.857138e-03 0.0047655130
## PC7.15 PC8.15 PC9.15 PC10.15 PC11.15
## 1 0.003963575 0.010003767 0.0101251418 0.0290958703 0.0117644984
## 2 0.025954417 0.012289829 0.0252129140 0.0113607637 0.0001411341
## 3 0.024412423 0.006733567 0.0010485654 0.0354939210 0.0342816576
## 4 0.010912656 0.018162167 0.0210048843 0.0132190247 0.0027637630
## 5 0.020794978 0.033028443 0.0215499357 0.0196400201 0.0071002159
## 6 0.003198050 0.006005044 0.0244517677 0.0084495571 0.0012817421
## 7 0.012013695 0.003468091 0.0062469168 0.0001833444 0.0071108922
## 8 0.005571745 0.011519123 0.0037941049 0.0146540900 0.0109812550
## 9 0.001440343 0.025011550 0.0318957775 0.0353662917 0.0191350389
## 10 0.003075818 0.011235367 0.0441473749 0.0024636900 0.0271519370
## 11 0.029480553 0.011193408 0.0170472406 0.0148158096 0.0154384187
## 12 0.015688278 0.017061277 0.0008755746 0.0064278971 0.0397457706
## 13 0.015249997 0.029483436 0.0105116641 0.0101118600 0.0151849878
## 14 0.037573550 0.033811841 0.0010752566 0.0021391054 0.0107924112
## 15 0.008528871 0.007304312 0.0056194745 0.0274263942 0.0056159168
## 16 0.018306981 0.012359996 0.0251839626 0.0162809823 0.0088637080
## 17 0.006830126 0.020758111 0.0092240282 0.0224597790 0.0076984392
## 18 0.020197883 0.013561959 0.0013920563 0.0118614379 0.0058608203
## 19 0.011699476 0.022787489 0.0052426210 0.0266623343 0.0073517062
## 20 0.003289798 0.024318627 0.0219437547 0.0132336368 0.0333162842
## 21 0.008507044 0.012103065 0.0130034298 0.0099895795 0.0350039915
## PC12.15 PC13.15 PC14.15 PC15.15 PC16.15
## 1 0.0178484564 0.028185396 6.807376e-03 0.0049308252 0.05150542
## 2 0.0119957487 0.021147608 3.210653e-03 0.0351065308 0.04673133
## 3 0.0240988723 0.031773441 8.276382e-03 0.0147341776 0.04238798
## 4 0.0182589908 0.012070744 1.022977e-02 0.0073438464 0.03315072
## 5 0.0014550918 0.025110760 3.195039e-03 0.0261418507 0.03215014
## 6 0.0092216656 0.002698280 9.149750e-04 0.0385331983 0.03063858
## 7 0.0115521052 0.039041743 3.314764e-02 0.0103980243 0.03017307
## 8 0.0239193785 0.013470184 3.432059e-02 0.0247863002 0.02841673
## 9 0.0175961919 0.024189758 2.288102e-04 0.0088213466 0.02747935
## 10 0.0057308252 0.015185678 9.766448e-03 0.0484631208 0.02729904
## 11 0.0179482131 0.028144542 5.146053e-03 0.0250297453 0.02533731
## 12 0.0315279781 0.026629959 2.496703e-03 0.0101799907 0.02512806
## 13 0.0040833160 0.017534524 8.110235e-05 0.0111792907 0.02500327
## 14 0.0033740289 0.032113506 1.049482e-02 0.0192356906 0.02482305
## 15 0.0078812158 0.003462888 7.916287e-04 0.0242523151 0.02404930
## 16 0.0249752874 0.007390440 6.721013e-03 0.0006386207 0.02400583
## 17 0.0046918736 0.004123304 1.410260e-02 0.0100466174 0.02074383
## 18 0.0044019126 0.002717127 1.919243e-02 0.0213545867 0.02042298
## 19 0.0002360754 0.012818297 3.974568e-02 0.0241197802 0.02022225
## 20 0.0272401083 0.018352173 1.520881e-02 0.0158927740 0.01868185
## 21 0.0168262986 0.011096067 1.699382e-04 0.0058982743 0.01822757
## PC17.15 PC18.15 PC19.15 PC20.15 PC21.15
## 1 0.012435917 2.232340e-02 0.009565153 0.023047859 0.0224158755
## 2 0.011973868 2.011533e-02 0.002505940 0.007557299 0.0333240794
## 3 0.009908243 1.040518e-02 0.008058136 0.008551660 0.0032436272
## 4 0.036277808 1.568482e-02 0.014728741 0.036556839 0.0342972096
## 5 0.024998248 9.939035e-03 0.001015508 0.028130418 0.0171683156
## 6 0.004617344 2.223775e-02 0.011392769 0.001406500 0.0200360698
## 7 0.025156509 9.632558e-06 0.010378777 0.006710492 0.0099926366
## 8 0.006206887 4.087607e-03 0.013931527 0.002792422 0.0238347136
## 9 0.046078191 1.660980e-02 0.002776522 0.004382109 0.0346375529
## 10 0.018711407 5.982723e-03 0.029691707 0.016885039 0.0028654487
## 11 0.014466611 2.150548e-02 0.012970412 0.009701404 0.0028733298
## 12 0.001151369 1.818027e-02 0.003601451 0.005014762 0.0409427963
## 13 0.015750499 7.826559e-03 0.027600464 0.025465545 0.0238319011
## 14 0.012727705 1.376332e-02 0.012915821 0.003471058 0.0077980011
## 15 0.008898726 3.737604e-02 0.029610708 0.022473493 0.0119503698
## 16 0.007888218 9.395336e-03 0.029620606 0.022506086 0.0305448728
## 17 0.016599494 8.684669e-04 0.012028860 0.009796412 0.0137070601
## 18 0.010203194 1.088556e-04 0.021082632 0.018696905 0.0204459493
## 19 0.004675491 1.654039e-04 0.001707040 0.037763175 0.0047122443
## 20 0.001557937 1.338399e-02 0.012185373 0.002579359 0.0008305934
## 21 0.009026677 1.496784e-02 0.012278341 0.021873948 0.0014018943
## PC22.15 PC23.15 PC24.15 PC25.15 PC26.15
## 1 0.0265998613 2.215983e-03 0.0246291856 0.0395338986 0.007545436
## 2 0.0124656428 1.888720e-02 0.0151327532 0.0009102206 0.026996103
## 3 0.0199219101 6.313250e-03 0.0152701300 0.0034042358 0.031324719
## 4 0.0079446947 5.626414e-03 0.0097381422 0.0145093442 0.024080936
## 5 0.0160529655 2.659513e-02 0.0384892121 0.0118781100 0.010273766
## 6 0.0169055111 1.715587e-02 0.0189879783 0.0364937550 0.007240608
## 7 0.0164255942 1.114338e-02 0.0039617487 0.0192148835 0.015449554
## 8 0.0006358971 8.849579e-04 0.0051847978 0.0039431454 0.053921207
## 9 0.0218430388 3.062546e-03 0.0003178231 0.0118226880 0.011333390
## 10 0.0207473082 1.152939e-02 0.0248510128 0.0168177139 0.006701263
## 11 0.0258902246 3.105452e-05 0.0284392617 0.0051393806 0.008970794
## 12 0.0140207537 2.423495e-02 0.0142068212 0.0086044239 0.007032989
## 13 0.0115289516 6.137766e-04 0.0009855782 0.0530934386 0.010075115
## 14 0.0195599840 3.647064e-02 0.0257586828 0.0184477356 0.001123319
## 15 0.0140340932 7.340199e-03 0.0269439299 0.0029602518 0.017200132
## 16 0.0142068481 6.273583e-03 0.0063630024 0.0106783307 0.044790612
## 17 0.0370342785 3.322919e-02 0.0092151373 0.0293152820 0.002205597
## 18 0.0207827210 2.502608e-02 0.0008077446 0.0298119762 0.002738005
## 19 0.0268411053 9.816194e-03 0.0059739319 0.0186116710 0.025822425
## 20 0.0269720332 1.598343e-02 0.0205031336 0.0015980783 0.027656492
## 21 0.0086863685 6.160452e-03 0.0091902405 0.0132747965 0.023506191
## PC27.15 PC28.15 PC29.15 PC30.15 PC31.15
## 1 0.006170652 0.0006502502 0.0079459212 0.004798055 0.018721575
## 2 0.033258648 0.0133339625 0.0308188180 0.004482350 0.037656445
## 3 0.003351852 0.0108956346 0.0104823904 0.042617037 0.034447106
## 4 0.028588230 0.0017089844 0.0387143272 0.002522182 0.027401376
## 5 0.013511713 0.0114065064 0.0220903197 0.031967155 0.004969600
## 6 0.011685925 0.0015291338 0.0183579973 0.022055438 0.010430419
## 7 0.001235330 0.0051601802 0.0005887637 0.013761298 0.001719340
## 8 0.029626664 0.0110468411 0.0068904121 0.006011165 0.010736963
## 9 0.012162201 0.0108023605 0.0235170135 0.002080816 0.003181255
## 10 0.003219144 0.0226700029 0.0135109145 0.004357482 0.005976028
## 11 0.005579866 0.0120209438 0.0190505117 0.027274032 0.016114617
## 12 0.006573566 0.0201420611 0.0292389054 0.020180344 0.011454586
## 13 0.027294153 0.0334229386 0.0053218395 0.019245694 0.020241797
## 14 0.014363338 0.0068910628 0.0142890013 0.008523742 0.020838625
## 15 0.027199242 0.0127030288 0.0164621682 0.029320502 0.010651582
## 16 0.002534821 0.0051737310 0.0222391104 0.015189626 0.025997518
## 17 0.016776723 0.0037381892 0.0185988883 0.001219636 0.027985270
## 18 0.011030234 0.0346366529 0.0091808504 0.039676581 0.008333490
## 19 0.004136018 0.0003579466 0.0324026923 0.001930179 0.010390315
## 20 0.015701324 0.0147401607 0.0144482302 0.005287862 0.019011726
## 21 0.030570803 0.0230332210 0.0311965366 0.015108464 0.037636745
## PC32.15 PC33.15 PC34.15 PC35.15 PC36.15
## 1 0.0017220402 0.016836679 0.013186901 0.014779099 0.0280928484
## 2 0.0214811413 0.017967966 0.008651043 0.014940891 0.0251928075
## 3 0.0249055008 0.007491136 0.010801554 0.002504887 0.0248665099
## 4 0.0120772967 0.036144760 0.012751183 0.032732045 0.0259345815
## 5 0.0185987087 0.003785468 0.007694494 0.012775790 0.0059912201
## 6 0.0198103297 0.023984411 0.001495123 0.006022188 0.0215628649
## 7 0.0151304423 0.020596939 0.033753540 0.006598693 0.0231761074
## 8 0.0250431566 0.031809046 0.002419800 0.012114321 0.0142102401
## 9 0.0078498621 0.019647297 0.017382832 0.014696340 0.0296247802
## 10 0.0099387450 0.024268889 0.007903039 0.001158178 0.0021875264
## 11 0.0024506250 0.007839279 0.003612524 0.009234157 0.0097978922
## 12 0.0028676726 0.007854659 0.001746187 0.003523513 0.0042198495
## 13 0.0150279708 0.011214073 0.002708258 0.023695345 0.0131949955
## 14 0.0157810997 0.013988263 0.001661142 0.008963521 0.0063303252
## 15 0.0200756744 0.003195137 0.027047001 0.007447188 0.0006196092
## 16 0.0002837276 0.019893931 0.026455511 0.032195026 0.0066077647
## 17 0.0420744340 0.002870768 0.010400379 0.013347305 0.0173872873
## 18 0.0097243273 0.004295345 0.011510005 0.037944145 0.0197211996
## 19 0.0189195769 0.008990430 0.008740235 0.010714334 0.0025025539
## 20 0.0196204973 0.017080563 0.025863755 0.014100095 0.0142767216
## 21 0.0208240629 0.017216513 0.020880328 0.017956477 0.0231480447
## PC37.15 PC38.15 PC39.15 PC40.15 PC41.15
## 1 5.949953e-03 0.010549189 0.0212402604 0.0369623465 0.0023134427
## 2 4.994889e-03 0.009268270 0.0079574468 0.0143241719 0.0149658718
## 3 7.964189e-03 0.015840697 0.0054013909 0.0478201822 0.0287977031
## 4 3.147825e-05 0.007395560 0.0015385472 0.0242319413 0.0003123014
## 5 6.662558e-03 0.011242512 0.0240057629 0.0267822260 0.0219911094
## 6 1.425667e-02 0.006427212 0.0174540399 0.0210740492 0.0067197490
## 7 4.808024e-02 0.019885236 0.0041671640 0.0161036727 0.0269460313
## 8 4.344355e-03 0.019864362 0.0166791630 0.0173417516 0.0294630842
## 9 2.066260e-02 0.014887879 0.0201818028 0.0195787940 0.0080433369
## 10 2.132852e-03 0.017632292 0.0342654009 0.0126524986 0.0085130033
## 11 9.912673e-04 0.005899784 0.0095354676 0.0247832667 0.0075063876
## 12 2.001631e-02 0.003643394 0.0014280935 0.0182015185 0.0486705208
## 13 1.271049e-02 0.025403862 0.0276109560 0.0149122081 0.0065517306
## 14 1.468110e-02 0.020140639 0.0107595988 0.0167439532 0.0219321683
## 15 1.453709e-02 0.007350681 0.0399378925 0.0019282402 0.0049183389
## 16 5.811690e-04 0.002713510 0.0237627252 0.0068078448 0.0296482438
## 17 1.571913e-03 0.014884835 0.0282106408 0.0254883104 0.0080595398
## 18 4.944944e-02 0.009883776 0.0165194707 0.0125435307 0.0051769218
## 19 4.266231e-03 0.023206111 0.0006482205 0.0116785958 0.0273605554
## 20 7.266692e-03 0.014308223 0.0030882929 0.0005811366 0.0147261633
## 21 3.422518e-02 0.001936499 0.0225391866 0.0137636615 0.0182344464
## PC42.15 PC43.15 PC44.15 PC45.15 PC46.15
## 1 1.270485e-02 0.029189045 0.0173184981 1.161915e-06 0.021883359
## 2 4.976429e-03 0.002635585 0.0100842442 1.846531e-03 0.022026616
## 3 2.635590e-02 0.005219606 0.0101290310 2.706038e-02 0.023231779
## 4 4.648366e-03 0.013441862 0.0123416608 3.542201e-02 0.002421951
## 5 2.692015e-02 0.019150156 0.0031657556 2.575223e-02 0.007428793
## 6 9.407813e-05 0.025441821 0.0034489521 2.373057e-03 0.001165617
## 7 3.763938e-02 0.023721813 0.0166849922 1.983235e-02 0.010580637
## 8 1.970770e-02 0.005760452 0.0353090663 1.236639e-02 0.005400196
## 9 1.581613e-04 0.000414364 0.0093585961 4.881017e-02 0.015695294
## 10 1.291621e-02 0.010799224 0.0039900158 7.330942e-03 0.002109297
## 11 6.405567e-03 0.014848294 0.0038236898 2.557102e-02 0.015438946
## 12 1.531105e-02 0.001605145 0.0074529577 1.312694e-03 0.001676173
## 13 2.801652e-02 0.009297284 0.0235046652 2.013796e-02 0.022286234
## 14 9.234948e-03 0.016538650 0.0209427478 2.880465e-02 0.024974387
## 15 1.712606e-03 0.002421392 0.0281666589 1.047668e-02 0.015160754
## 16 1.003301e-02 0.015526534 0.0119409846 6.457963e-03 0.017285922
## 17 2.036331e-02 0.006375211 0.0012015240 1.221618e-02 0.015229575
## 18 1.284150e-02 0.027387216 0.0047822940 1.369644e-02 0.011028103
## 19 6.811210e-03 0.000795879 0.0004903914 4.736047e-04 0.001786810
## 20 4.452173e-03 0.022892589 0.0261319584 2.314971e-02 0.021352170
## 21 2.394877e-02 0.008844516 0.0173245255 4.533967e-03 0.007415926
## PC47.15 PC48.15 PC49.15 PC50.15 PC51.15
## 1 8.104742e-03 0.0089131138 0.010557901 0.0055357245 0.0199213591
## 2 1.947440e-03 0.0110039686 0.004115277 0.0008671222 0.0095065472
## 3 2.092366e-02 0.0163215330 0.011960728 0.0203909090 0.0003602512
## 4 3.000743e-05 0.0059791112 0.003630809 0.0407831659 0.0153592575
## 5 4.845564e-03 0.0534654011 0.007169404 0.0029971363 0.0133442124
## 6 2.302559e-02 0.0108297882 0.002611124 0.0102166669 0.0313499301
## 7 9.689343e-03 0.0123531495 0.013607762 0.0082460644 0.0055778764
## 8 1.281306e-02 0.0041353782 0.025434165 0.0019009680 0.0062218989
## 9 1.669381e-02 0.0233890647 0.030826123 0.0102615547 0.0239340125
## 10 6.442321e-03 0.0005942735 0.030270919 0.0155641485 0.0188651661
## 11 1.151700e-02 0.0323712131 0.030152235 0.0065554849 0.0161787174
## 12 1.161380e-02 0.0056535034 0.048671768 0.0275296022 0.0225559026
## 13 8.961923e-03 0.0108190716 0.023067268 0.0025410549 0.0068262164
## 14 9.558361e-03 0.0255371553 0.018831624 0.0230699522 0.0163549630
## 15 2.406753e-03 0.0476914612 0.014883303 0.0080353999 0.0006677501
## 16 1.347241e-02 0.0172595371 0.001264596 0.0223537131 0.0074320911
## 17 4.067766e-03 0.0214152455 0.008644322 0.0009013305 0.0213108368
## 18 1.484685e-02 0.0004276145 0.005165856 0.0148577288 0.0257723443
## 19 2.121883e-02 0.0169643900 0.019034109 0.0278684969 0.0285095830
## 20 4.494576e-04 0.0127161112 0.019931017 0.0288598698 0.0117085853
## 21 4.281852e-03 0.0191164475 0.005849950 0.0165306837 0.0379471377
## PC52.15 PC53.15 PC54.15 PC55.15 PC56.15
## 1 0.009049887 0.0120932326 0.0117237385 0.0019360316 0.0031441580
## 2 0.001165739 0.0210651750 0.0232125969 0.0260020882 0.0256390383
## 3 0.007965090 0.0003402151 0.0076261223 0.0089668291 0.0140110813
## 4 0.019407217 0.0042436624 0.0044914288 0.0045247583 0.0026896841
## 5 0.004402327 0.0095169916 0.0066988085 0.0067861623 0.0061490947
## 6 0.026137646 0.0326605694 0.0143283040 0.0017381732 0.0148300282
## 7 0.022300422 0.0098949963 0.0021540562 0.0228900802 0.0066379636
## 8 0.017400543 0.0003121021 0.0008153605 0.0002492435 0.0013329334
## 9 0.005630739 0.0023678486 0.0040966143 0.0234174752 0.0197683709
## 10 0.011721599 0.0084164123 0.0300685024 0.0118851146 0.0415885848
## 11 0.019927127 0.0249062437 0.0505674779 0.0137039903 0.0069350531
## 12 0.026505585 0.0067752280 0.0047643213 0.0120984899 0.0173847375
## 13 0.027658524 0.0026353835 0.0026470887 0.0168570773 0.0009952676
## 14 0.003342822 0.0049581117 0.0329088967 0.0127457601 0.0212585522
## 15 0.022416943 0.0046828594 0.0098045072 0.0003477724 0.0338410841
## 16 0.015030708 0.0073035634 0.0042939071 0.0346327047 0.0038938297
## 17 0.026298120 0.0350156343 0.0164705989 0.0238570168 0.0080749649
## 18 0.010937998 0.0010831601 0.0153962332 0.0134792462 0.0058437591
## 19 0.018949358 0.0239896580 0.0229405306 0.0199564132 0.0014114125
## 20 0.023421432 0.0215750735 0.0161880548 0.0085273782 0.0168627412
## 21 0.008881274 0.0035079314 0.0166824679 0.0104525930 0.0340629232
## PC57.15 PC58.15 PC59.15 PC60.15 PC61.15
## 1 0.010431549 0.0053606678 0.0107233646 0.0112861807 0.0059417241
## 2 0.015904315 0.0095231596 0.0232531093 0.0157467721 0.0087711047
## 3 0.002796952 0.0117947049 0.0035312382 0.0054182727 0.0018429547
## 4 0.019364308 0.0014099180 0.0022746844 0.0344295010 0.0105699581
## 5 0.027888031 0.0131300471 0.0119149345 0.0284977274 0.0066982154
## 6 0.014014729 0.0322233127 0.0106048859 0.0050090322 0.0025872399
## 7 0.015060020 0.0125730627 0.0070863118 0.0161317622 0.0218361152
## 8 0.002405965 0.0205310620 0.0126578077 0.0304951417 0.0104460853
## 9 0.020593625 0.0108039513 0.0058408764 0.0200524530 0.0170761427
## 10 0.005425375 0.0192126686 0.0155819095 0.0086626760 0.0174207142
## 11 0.024151364 0.0023957447 0.0163338902 0.0181725314 0.0031759442
## 12 0.008930565 0.0094859202 0.0179912196 0.0008404033 0.0180262040
## 13 0.002822010 0.0055128938 0.0008688294 0.0223367110 0.0011799586
## 14 0.004880840 0.0320283684 0.0203038577 0.0109428327 0.0084561941
## 15 0.006799493 0.0045794819 0.0035929535 0.0021104248 0.0116719379
## 16 0.006088869 0.0330127589 0.0146032574 0.0035787723 0.0378627010
## 17 0.018318490 0.0116716019 0.0049112652 0.0136558565 0.0288153660
## 18 0.034896860 0.0081864685 0.0082769177 0.0149502251 0.0028287931
## 19 0.034573808 0.0005703724 0.0018083873 0.0071341350 0.0287538718
## 20 0.015254150 0.0143262533 0.0212396008 0.0250836070 0.0276943342
## 21 0.004179932 0.0322035596 0.0114455837 0.0176314357 0.0009550841
## PC62.15 PC63.15 PC64.15 PC65.15 PC66.15
## 1 0.0234319257 0.0451075179 0.006015722 0.028748273 0.013447794
## 2 0.0214857345 0.0173342774 0.008163954 0.007822644 0.033123151
## 3 0.0128890391 0.0257574396 0.016528538 0.008305204 0.013816156
## 4 0.0098949289 0.0117220517 0.011285661 0.004912056 0.010866110
## 5 0.0049344800 0.0017799189 0.007887224 0.002852583 0.003270557
## 6 0.0372843347 0.0017825756 0.032788913 0.019945987 0.025869868
## 7 0.0191882290 0.0030040760 0.011961861 0.022211332 0.029049346
## 8 0.0014341600 0.0521647928 0.015758958 0.012874701 0.020570655
## 9 0.0140479593 0.0040058054 0.006779335 0.017664369 0.025584274
## 10 0.0003912263 0.0107693238 0.026327516 0.041923268 0.016629126
## 11 0.0053904598 0.0203347332 0.022205995 0.035747545 0.020345896
## 12 0.0031914290 0.0390788541 0.003254461 0.007812256 0.022745494
## 13 0.0069445754 0.0251707820 0.023709968 0.032287596 0.004156180
## 14 0.0109221520 0.0236205478 0.037046776 0.003178783 0.009898796
## 15 0.0065130007 0.0164574792 0.022660626 0.016685677 0.023528320
## 16 0.0005669022 0.0102937100 0.025733704 0.008161305 0.009185125
## 17 0.0373239206 0.0041764768 0.007986529 0.012964563 0.023997626
## 18 0.0085221090 0.0037994269 0.036784800 0.017382709 0.003434451
## 19 0.0022581916 0.0062318038 0.022999685 0.004484612 0.049476845
## 20 0.0365043274 0.0112626275 0.010681433 0.015222391 0.005009302
## 21 0.0039387227 0.0009389781 0.002068094 0.026523212 0.032522131
## PC67.15 PC68.15 programN.16 PC1.16
## 1 0.027817251 0.010948164 Developmental.Psychology 1.346231e-02
## 2 0.012292413 0.012238323 Clinical.Psychology 2.220278e-02
## 3 0.003404221 0.002367678 Dance.Education 3.061861e-03
## 4 0.016552708 0.010215837 Education.Leadership 2.398176e-02
## 5 0.005397105 0.028104973 Physical.Education 5.059954e-05
## 6 0.024302939 0.023864415 Reading 2.044067e-02
## 7 0.013784174 0.028552006 College.Advising 2.034854e-02
## 8 0.020871651 0.002466985 School.Psychology 1.415833e-02
## 9 0.009485408 0.006262292 Inclusive.Education 1.706151e-02
## 10 0.003882247 0.005694856 Economics.and.Education 3.359183e-02
## 11 0.008762385 0.012692412 Cognitive.Science 4.729092e-04
## 12 0.005151163 0.007559992 Teaching.English 1.448270e-02
## 13 0.023535112 0.001711083 Gifted.Education 9.288762e-03
## 14 0.019402486 0.009317544 Education.Technology 1.034184e-02
## 15 0.031208677 0.018018987 Early.Childhood.Education 1.631755e-02
## 16 0.007234322 0.009977489 Behavior.Analysis 1.179216e-02
## 17 0.004366769 0.030231825 Nursing 6.894445e-04
## 18 0.008699730 0.035669004 Social.Studies 1.799738e-02
## 19 0.014794432 0.005988132 Health.Education 8.928727e-03
## 20 0.038402128 0.019279301 Nutrition 1.309656e-02
## 21 0.008916730 0.011957627 Urban.Education 2.815564e-02
## PC2.16 PC3.16 PC4.16 PC5.16 PC6.16
## 1 0.0228125015 0.0003474403 0.0001572700 1.074489e-02 0.0006575599
## 2 0.0371952492 0.0031620282 0.0011901552 4.759591e-03 0.0145551406
## 3 0.0027317126 0.0235640740 0.0139166169 2.993315e-02 0.0161084934
## 4 0.0047880169 0.0006161223 0.0141566868 2.575044e-02 0.0036752154
## 5 0.0298656835 0.0172981154 0.0069405861 5.902268e-05 0.0010439017
## 6 0.0011834864 0.0079798028 0.0150766710 2.844347e-02 0.0131204338
## 7 0.0097748073 0.0163386154 0.0086642029 2.437320e-02 0.0146771685
## 8 0.0113416191 0.0090697886 0.0053335676 6.691396e-03 0.0365560870
## 9 0.0109206381 0.0032186462 0.0005861185 2.238350e-02 0.0297825498
## 10 0.0089066571 0.0028566709 0.0191995859 1.820501e-02 0.0019850768
## 11 0.0174686632 0.0481096185 0.0224692585 9.744760e-03 0.0120697447
## 12 0.0105335811 0.0010454784 0.0465099061 1.559886e-03 0.0093156213
## 13 0.0044125040 0.0187600132 0.0173694849 2.369249e-02 0.0027821733
## 14 0.0147395123 0.0404940795 0.0014398348 2.654586e-02 0.0035173959
## 15 0.0027364567 0.0021324511 0.0260539388 1.305411e-02 0.0121212730
## 16 0.0294421418 0.0172199379 0.0091451693 3.089912e-03 0.0114224457
## 17 0.0318560955 0.0102831322 0.0149187169 1.953290e-02 0.0130448130
## 18 0.0006640169 0.0110332751 0.0056230373 1.745721e-02 0.0315435640
## 19 0.0341478058 0.0143069974 0.0188519367 5.280302e-03 0.0292497995
## 20 0.0172599196 0.0168468987 0.0025104521 3.856389e-03 0.0235834428
## 21 0.0049106714 0.0076600332 0.0119702405 2.931031e-02 0.0076374091
## PC7.16 PC8.16 PC9.16 PC10.16 PC11.16
## 1 0.001440343 0.0250115497 0.031895777 0.0353662917 1.913504e-02
## 2 0.020461037 0.0096703098 0.007534750 0.0044329389 3.156260e-04
## 3 0.047410204 0.0171934839 0.002415794 0.0234615127 1.547510e-02
## 4 0.014110727 0.0126121955 0.002085505 0.0382958480 1.800750e-02
## 5 0.010912656 0.0181621668 0.021004884 0.0132190247 2.763763e-03
## 6 0.002924724 0.0232753503 0.004192322 0.0131786178 1.519289e-02
## 7 0.010972374 0.0150352054 0.001865618 0.0199292707 2.437914e-02
## 8 0.011510206 0.0160879548 0.031969633 0.0039291076 4.100355e-03
## 9 0.015254051 0.0071218003 0.009367531 0.0180083256 3.564825e-02
## 10 0.007871655 0.0097133290 0.017746346 0.0159588397 1.044750e-02
## 11 0.007918463 0.0089828445 0.009327772 0.0019688466 3.248569e-02
## 12 0.008608775 0.0171062957 0.008709267 0.0001295534 6.678637e-03
## 13 0.045686018 0.0320883183 0.016162825 0.0040634158 5.649963e-03
## 14 0.012013695 0.0034680911 0.006246917 0.0001833444 7.110892e-03
## 15 0.020794978 0.0330284428 0.021549936 0.0196400201 7.100216e-03
## 16 0.002099494 0.0218668887 0.019010098 0.0075694465 6.861169e-03
## 17 0.008519062 0.0026309260 0.005337466 0.0235534283 6.672129e-05
## 18 0.042443185 0.0446486045 0.012576202 0.0041900676 8.267224e-03
## 19 0.006062952 0.0003695185 0.024513906 0.0197771622 1.229489e-02
## 20 0.001032978 0.0009109188 0.045414953 0.0028813655 3.953013e-02
## 21 0.009435514 0.0368882006 0.020057965 0.0068444197 1.807010e-02
## PC12.16 PC13.16 PC14.16 PC15.16 PC16.16
## 1 0.017596192 0.0241897580 0.0002288102 0.0088213466 0.027479349
## 2 0.021808217 0.0003086636 0.0062008888 0.0038287891 0.004582990
## 3 0.013925381 0.0227163619 0.0035267745 0.0012952068 0.001816857
## 4 0.019437492 0.0134708181 0.0520323442 0.0166055939 0.005221424
## 5 0.018258991 0.0120707436 0.0102297713 0.0073438464 0.033150723
## 6 0.032431938 0.0292802971 0.0019190352 0.0107043676 0.006045508
## 7 0.001667794 0.0382673370 0.0058974183 0.0192748262 0.012794286
## 8 0.002958882 0.0018835188 0.0346521165 0.0262572483 0.005438831
## 9 0.013713649 0.0006533485 0.0122610400 0.0203852487 0.012446626
## 10 0.009214677 0.0059522552 0.0316639596 0.0001306213 0.004179001
## 11 0.001500996 0.0005854564 0.0031722963 0.0060985846 0.005252680
## 12 0.028828935 0.0103141677 0.0108328388 0.0152688829 0.012637434
## 13 0.033897016 0.0208054594 0.0158050107 0.0093776443 0.004570248
## 14 0.011552105 0.0390417431 0.0331476372 0.0103980243 0.030173068
## 15 0.001455092 0.0251107596 0.0031950390 0.0261418507 0.032150140
## 16 0.003184735 0.0237433847 0.0428121100 0.0074475140 0.008750594
## 17 0.005624662 0.0186608463 0.0135071313 0.0159261432 0.014508125
## 18 0.004644419 0.0110741844 0.0294952669 0.0158405074 0.002239219
## 19 0.025755394 0.0306201751 0.0212227537 0.0072622281 0.005321750
## 20 0.019583909 0.0253531468 0.0080098225 0.0134819521 0.005945587
## 21 0.005481427 0.0010188237 0.0224124471 0.0050227151 0.005434683
## PC17.16 PC18.16 PC19.16 PC20.16 PC21.16
## 1 0.04607819 1.660980e-02 0.002776522 0.004382109 0.0346375529
## 2 0.04069614 4.627692e-03 0.009859608 0.008355508 0.0065518197
## 3 0.03750705 1.670549e-02 0.019291414 0.024974276 0.0040991257
## 4 0.03638396 9.352064e-03 0.007566880 0.011437563 0.0120367742
## 5 0.03627781 1.568482e-02 0.014728741 0.036556839 0.0342972096
## 6 0.03608615 1.941683e-02 0.039566429 0.034915387 0.0136972845
## 7 0.03551569 1.476401e-02 0.014235093 0.033777986 0.0041214729
## 8 0.03503208 4.101515e-02 0.001880376 0.019524309 0.0233258709
## 9 0.02878325 4.493760e-02 0.010910470 0.013056997 0.0002768048
## 10 0.02786520 1.331503e-02 0.005162463 0.013509464 0.0142961062
## 11 0.02574814 1.073604e-02 0.029120880 0.006395776 0.0298789547
## 12 0.02536896 3.813893e-02 0.020365340 0.012719123 0.0089258554
## 13 0.02522715 1.401836e-02 0.013188328 0.001946306 0.0109215036
## 14 0.02515651 9.632558e-06 0.010378777 0.006710492 0.0099926366
## 15 0.02499825 9.939035e-03 0.001015508 0.028130418 0.0171683156
## 16 0.02409799 9.685868e-03 0.048701596 0.013158863 0.0161358669
## 17 0.02330199 3.929915e-02 0.023920715 0.018546330 0.0111727952
## 18 0.02252972 2.275990e-03 0.017123965 0.005482647 0.0058795476
## 19 0.02112360 1.259166e-02 0.011270142 0.009007826 0.0210301845
## 20 0.01987659 4.731898e-03 0.004573153 0.006173864 0.0056299816
## 21 0.01917026 1.099369e-02 0.017204004 0.006300514 0.0101020121
## PC22.16 PC23.16 PC24.16 PC25.16 PC26.16
## 1 0.021843039 0.003062546 0.0003178231 0.011822688 0.011333390
## 2 0.011209321 0.006532386 0.0153950713 0.014338033 0.013404488
## 3 0.025857755 0.018095625 0.0068183260 0.003436337 0.016879997
## 4 0.006492552 0.025090979 0.0076141741 0.010842788 0.007009874
## 5 0.007944695 0.005626414 0.0097381422 0.014509344 0.024080936
## 6 0.001255224 0.001497869 0.0160532210 0.017388394 0.019136366
## 7 0.006254485 0.025813643 0.0350245697 0.018872014 0.021295014
## 8 0.024955219 0.015782183 0.0140918768 0.008371611 0.017807661
## 9 0.012153475 0.022789427 0.0244319393 0.023077430 0.031646744
## 10 0.040630494 0.007084295 0.0185943544 0.010844615 0.005448896
## 11 0.012571903 0.016372453 0.0226486866 0.006536371 0.009058300
## 12 0.022410047 0.022086453 0.0111435918 0.017030585 0.013441267
## 13 0.004619819 0.007484015 0.0051305775 0.037782869 0.023658391
## 14 0.016425594 0.011143376 0.0039617487 0.019214883 0.015449554
## 15 0.016052966 0.026595132 0.0384892121 0.011878110 0.010273766
## 16 0.011454462 0.005234694 0.0102293172 0.012894056 0.024440115
## 17 0.017586233 0.017410280 0.0063199884 0.041741128 0.011241012
## 18 0.010451118 0.015724566 0.0164435018 0.010120416 0.008501193
## 19 0.009541089 0.008640952 0.0082648374 0.002500797 0.018053526
## 20 0.027987748 0.008317954 0.0115328840 0.005632334 0.026133338
## 21 0.001479783 0.021909496 0.0221844936 0.012675007 0.016163908
## PC27.16 PC28.16 PC29.16 PC30.16 PC31.16
## 1 0.012162201 0.010802360 0.0235170135 0.002080816 0.0031812551
## 2 0.016906016 0.007997436 0.0107434404 0.012143080 0.0177837763
## 3 0.007594187 0.006509377 0.0030711560 0.010824531 0.0059451298
## 4 0.027882938 0.008457979 0.0042752736 0.014400389 0.0030584393
## 5 0.028588230 0.001708984 0.0387143272 0.002522182 0.0274013758
## 6 0.026784552 0.013876964 0.0004192801 0.018859996 0.0181028520
## 7 0.012517448 0.010655971 0.0135158414 0.005792605 0.0006276715
## 8 0.006331016 0.014391930 0.0080001191 0.021754064 0.0238827592
## 9 0.004983032 0.030767689 0.0139480559 0.042075860 0.0044997353
## 10 0.018845067 0.007690152 0.0143016592 0.005576674 0.0089022804
## 11 0.033969504 0.011712174 0.0232502842 0.010491023 0.0284168204
## 12 0.028583655 0.022413181 0.0151838143 0.039467916 0.0185391283
## 13 0.023583957 0.012826728 0.0068408549 0.003596600 0.0082478218
## 14 0.001235330 0.005160180 0.0005887637 0.013761298 0.0017193402
## 15 0.013511713 0.011406506 0.0220903197 0.031967155 0.0049696001
## 16 0.010963900 0.002514636 0.0107530676 0.008874186 0.0069381244
## 17 0.026531295 0.041221943 0.0213847071 0.011077504 0.0058638820
## 18 0.002377932 0.001687841 0.0104800725 0.002272414 0.0141196249
## 19 0.011820683 0.011680497 0.0186431509 0.007750826 0.0093624979
## 20 0.024874627 0.006575149 0.0578909358 0.005577981 0.0296157903
## 21 0.013996912 0.043680879 0.0232522969 0.019666219 0.0101542360
## PC32.16 PC33.16 PC34.16 PC35.16 PC36.16
## 1 0.0078498621 0.0196472971 0.017382832 0.0146963403 0.029624780
## 2 0.0043349495 0.0704368575 0.022220888 0.0302436071 0.005997443
## 3 0.0146436133 0.0189418102 0.008138584 0.0287950756 0.004565738
## 4 0.0104223994 0.0116722419 0.026510674 0.0001300507 0.009012071
## 5 0.0120772967 0.0361447601 0.012751183 0.0327320449 0.025934581
## 6 0.0031879592 0.0134600899 0.023201341 0.0201872659 0.010501673
## 7 0.0237316993 0.0118552631 0.006268324 0.0179204487 0.014725700
## 8 0.0172114354 0.0035637641 0.011769123 0.0083103352 0.020877587
## 9 0.0119160664 0.0032904695 0.017535822 0.0117784596 0.005876314
## 10 0.0384869011 0.0295180523 0.011544875 0.0081394438 0.008770795
## 11 0.0034747865 0.0018882861 0.009935259 0.0035051021 0.008819793
## 12 0.0267766508 0.0002151087 0.036228003 0.0078566999 0.012160347
## 13 0.0032412624 0.0084695108 0.012796032 0.0227466346 0.033959883
## 14 0.0151304423 0.0205969389 0.033753540 0.0065986933 0.023176107
## 15 0.0185987087 0.0037854684 0.007694494 0.0127757896 0.005991220
## 16 0.0192701540 0.0143512800 0.003062263 0.0134227570 0.025463100
## 17 0.0161011067 0.0253661575 0.006030524 0.0080198432 0.028839537
## 18 0.0026422574 0.0049178259 0.025635072 0.0068490682 0.006267412
## 19 0.0064832838 0.0417843271 0.028605599 0.0093387294 0.034246715
## 20 0.0002693448 0.0026487843 0.013277942 0.0225769892 0.011282868
## 21 0.0222802022 0.0022393692 0.012347177 0.0063730692 0.010947112
## PC37.16 PC38.16 PC39.16 PC40.16 PC41.16
## 1 2.066260e-02 0.014887879 0.0201818028 0.0195787940 0.0080433369
## 2 4.252089e-03 0.003650099 0.0008797659 0.0166138263 0.0135195634
## 3 7.414103e-03 0.002471392 0.0152522862 0.0167832010 0.0030798125
## 4 8.536677e-03 0.006155270 0.0226132142 0.0032526810 0.0115702676
## 5 3.147825e-05 0.007395560 0.0015385472 0.0242319413 0.0003123014
## 6 3.822905e-03 0.006886882 0.0139807889 0.0312479049 0.0192450057
## 7 1.902170e-02 0.044370356 0.0013225617 0.0187690454 0.0097510896
## 8 2.643552e-02 0.042190943 0.0269408502 0.0335487365 0.0146904620
## 9 1.755962e-02 0.008483998 0.0194436570 0.0049116173 0.0165448250
## 10 3.623128e-02 0.007465190 0.0023487291 0.0108861578 0.0140795410
## 11 6.811063e-03 0.024973398 0.0110103570 0.0073827815 0.0075963831
## 12 7.200006e-03 0.005457971 0.0151044320 0.0018283164 0.0108041484
## 13 1.910361e-02 0.021678306 0.0317763927 0.0222364850 0.0277909454
## 14 4.808024e-02 0.019885236 0.0041671640 0.0161036727 0.0269460313
## 15 6.662558e-03 0.011242512 0.0240057629 0.0267822260 0.0219911094
## 16 2.075243e-02 0.041365502 0.0298933449 0.0009579026 0.0152452630
## 17 1.883313e-02 0.001502887 0.0001750696 0.0003577850 0.0168039191
## 18 2.866194e-02 0.027859224 0.0138971240 0.0069091906 0.0536219575
## 19 1.004410e-02 0.002584070 0.0109883234 0.0096932235 0.0016642194
## 20 1.471242e-04 0.005862358 0.0174657127 0.0227976437 0.0293710617
## 21 3.701755e-02 0.030976287 0.0057903217 0.0080364881 0.0249514920
## PC42.16 PC43.16 PC44.16 PC45.16 PC46.16
## 1 0.0001581613 0.000414364 0.0093585961 0.048810168 1.569529e-02
## 2 0.0218274232 0.005071890 0.0083764360 0.004084068 7.130567e-03
## 3 0.0309669190 0.015924592 0.0163349267 0.041307348 1.012693e-02
## 4 0.0348319425 0.017869632 0.0150544850 0.031944262 6.517117e-03
## 5 0.0046483661 0.013441862 0.0123416608 0.035422006 2.421951e-03
## 6 0.0069496249 0.037512499 0.0054688382 0.002573854 4.765132e-03
## 7 0.0050850272 0.028797715 0.0019139992 0.018245926 6.393659e-03
## 8 0.0056022036 0.013212907 0.0172855631 0.013971041 2.314413e-02
## 9 0.0068041554 0.025870268 0.0210734158 0.022704675 1.964937e-02
## 10 0.0247957245 0.012356058 0.0327768402 0.009293799 2.039522e-02
## 11 0.0159441600 0.017425841 0.0080431641 0.006187667 2.345018e-02
## 12 0.0010240083 0.009068592 0.0122228240 0.018216667 2.611395e-02
## 13 0.0206563328 0.020324925 0.0002421774 0.010535776 2.598531e-02
## 14 0.0376393791 0.023721813 0.0166849922 0.019832347 1.058064e-02
## 15 0.0269201528 0.019150156 0.0031657556 0.025752231 7.428793e-03
## 16 0.0356688909 0.005650095 0.0381013780 0.019278250 3.656155e-02
## 17 0.0140898402 0.046305247 0.0227728977 0.004282224 1.184545e-02
## 18 0.0090349442 0.015147490 0.0271171771 0.017325175 1.834548e-03
## 19 0.0053447019 0.005115243 0.0047047089 0.024797152 2.550465e-02
## 20 0.0080766268 0.008436541 0.0013950552 0.001118995 7.033337e-05
## 21 0.0126875766 0.012327293 0.0153328844 0.003084319 3.872223e-03
## PC47.16 PC48.16 PC49.16 PC50.16 PC51.16
## 1 1.669381e-02 0.023389065 0.030826123 0.0102615547 0.023934012
## 2 2.354353e-02 0.013181214 0.004030878 0.0189340516 0.030058694
## 3 1.643022e-02 0.019272333 0.014679402 0.0014358939 0.028426390
## 4 1.402244e-02 0.006928971 0.011638277 0.0173617651 0.005893053
## 5 3.000743e-05 0.005979111 0.003630809 0.0407831659 0.015359258
## 6 4.688775e-04 0.006352392 0.005535342 0.0028123314 0.009197704
## 7 2.017083e-03 0.013948120 0.000675580 0.0184273011 0.013466885
## 8 1.577526e-02 0.002516294 0.001772171 0.0005050121 0.002387697
## 9 2.199607e-02 0.003254416 0.005851927 0.0061513152 0.039293818
## 10 3.064441e-02 0.006567045 0.012669433 0.0067770310 0.018929390
## 11 2.483400e-02 0.012341676 0.018043596 0.0173358303 0.011834953
## 12 1.058723e-02 0.005668942 0.044523392 0.0329795439 0.005909433
## 13 1.102959e-02 0.021590478 0.021740957 0.0212509860 0.011547734
## 14 9.689343e-03 0.012353149 0.013607762 0.0082460644 0.005577876
## 15 4.845564e-03 0.053465401 0.007169404 0.0029971363 0.013344212
## 16 2.252380e-02 0.023359232 0.003357948 0.0181328516 0.002769138
## 17 3.460490e-02 0.012362602 0.008435817 0.0215834301 0.019675422
## 18 2.294627e-02 0.014427919 0.019484799 0.0339813028 0.007912042
## 19 2.599387e-02 0.002408479 0.005842586 0.0050285835 0.014110481
## 20 5.450552e-03 0.022700862 0.006134355 0.0248583148 0.017414756
## 21 8.837437e-03 0.044130689 0.015009847 0.0014120372 0.022722246
## PC52.16 PC53.16 PC54.16 PC55.16 PC56.16
## 1 0.005630739 0.0023678486 0.0040966143 0.0234174752 0.0197683709
## 2 0.026442880 0.0052762001 0.0181709192 0.0093481064 0.0129663081
## 3 0.029473732 0.0247756465 0.0504591551 0.0296859948 0.0003145702
## 4 0.009767312 0.0243144468 0.0171445546 0.0324275632 0.0196462852
## 5 0.019407217 0.0042436624 0.0044914288 0.0045247583 0.0026896841
## 6 0.032923408 0.0116590708 0.0232261491 0.0259331015 0.0181915709
## 7 0.027534465 0.0079700799 0.0027662226 0.0045494981 0.0181389022
## 8 0.000584539 0.0294181547 0.0102268671 0.0117759579 0.0337877077
## 9 0.033265264 0.0014460615 0.0125827955 0.0109562284 0.0011959113
## 10 0.012817131 0.0112425240 0.0129525274 0.0087715572 0.0009341546
## 11 0.015759341 0.0212736010 0.0232615693 0.0206463817 0.0001945403
## 12 0.011698836 0.0014647653 0.0149514301 0.0268340642 0.0015088859
## 13 0.018993334 0.0068510418 0.0090353732 0.0107914432 0.0206791847
## 14 0.022300422 0.0098949963 0.0021540562 0.0228900802 0.0066379636
## 15 0.004402327 0.0095169916 0.0066988085 0.0067861623 0.0061490947
## 16 0.012012841 0.0220259129 0.0111204576 0.0003648512 0.0077348914
## 17 0.004889472 0.0240110550 0.0034722408 0.0096144876 0.0287811963
## 18 0.010260133 0.0224989660 0.0009282111 0.0083899575 0.0149906316
## 19 0.007149243 0.0356010823 0.0356283377 0.0108775144 0.0106730363
## 20 0.003283311 0.0161508867 0.0250851364 0.0044339644 0.0187162825
## 21 0.005435733 0.0003310062 0.0319835895 0.0276264632 0.0173797478
## PC57.16 PC58.16 PC59.16 PC60.16 PC61.16
## 1 2.059362e-02 0.0108039513 0.0058408764 0.020052453 0.0170761427
## 2 2.519317e-02 0.0409487207 0.0057102701 0.024372695 0.0042315599
## 3 6.370686e-03 0.0084707774 0.0092398274 0.016366989 0.0067881657
## 4 1.585068e-02 0.0009472866 0.0142924798 0.014205217 0.0054475466
## 5 1.936431e-02 0.0014099180 0.0022746844 0.034429501 0.0105699581
## 6 1.999525e-02 0.0091488981 0.0108802410 0.025814888 0.0165878861
## 7 5.190003e-05 0.0097139029 0.0465074616 0.032789130 0.0058582721
## 8 2.138958e-04 0.0055600502 0.0180751076 0.008215513 0.0211962649
## 9 2.030594e-02 0.0113508668 0.0170113237 0.017833043 0.0169844203
## 10 1.109413e-02 0.0410441146 0.0225432489 0.017457682 0.0333399449
## 11 2.990427e-02 0.0131431079 0.0414309789 0.027264944 0.0233876152
## 12 2.777578e-02 0.0078703641 0.0014461747 0.020770283 0.0230941586
## 13 1.081437e-03 0.0044385602 0.0053523100 0.011257774 0.0103215209
## 14 1.506002e-02 0.0125730627 0.0070863118 0.016131762 0.0218361152
## 15 2.788803e-02 0.0131300471 0.0119149345 0.028497727 0.0066982154
## 16 1.916477e-02 0.0083703260 0.0061295494 0.006920273 0.0096855300
## 17 8.437052e-03 0.0209606836 0.0001859973 0.008197484 0.0077947018
## 18 1.729545e-02 0.0396379065 0.0240006900 0.019165914 0.0162601209
## 19 1.599710e-03 0.0075136757 0.0155025141 0.052795819 0.0028280140
## 20 8.755823e-03 0.0163066446 0.0161335561 0.041175341 0.0001218313
## 21 5.879765e-04 0.0144710664 0.0037577225 0.019381234 0.0068189135
## PC62.16 PC63.16 PC64.16 PC65.16 PC66.16
## 1 1.404796e-02 0.004005805 0.0067793347 0.0176643694 0.025584274
## 2 1.428671e-02 0.011847992 0.0233301969 0.0321274258 0.006111559
## 3 1.830521e-02 0.002879448 0.0008058106 0.0005078441 0.005562486
## 4 4.752531e-02 0.027747199 0.0240274807 0.0151292125 0.001768470
## 5 9.894929e-03 0.011722052 0.0112856605 0.0049120561 0.010866110
## 6 2.958614e-02 0.018921778 0.0086562750 0.0118894306 0.013859452
## 7 8.746826e-03 0.002526312 0.0182435517 0.0080079643 0.016319285
## 8 6.059957e-06 0.005537606 0.0197953117 0.0155755523 0.012839794
## 9 6.758373e-04 0.004312326 0.0045730150 0.0220775947 0.008488602
## 10 3.017350e-02 0.014945924 0.0053521695 0.0229984761 0.005718274
## 11 1.506825e-02 0.007320984 0.0112315049 0.0202808476 0.023902768
## 12 6.165117e-03 0.016431445 0.0019784486 0.0074785981 0.013902288
## 13 2.376579e-02 0.039822685 0.0022061130 0.0103774797 0.007431757
## 14 1.918823e-02 0.003004076 0.0119618608 0.0222113321 0.029049346
## 15 4.934480e-03 0.001779919 0.0078872235 0.0028525831 0.003270557
## 16 5.270374e-03 0.010482572 0.0055515971 0.0145711455 0.018929406
## 17 6.710056e-03 0.014677214 0.0001243280 0.0096234716 0.010578671
## 18 8.681366e-03 0.021279774 0.0207177417 0.0019801260 0.009463586
## 19 2.505668e-02 0.015687418 0.0149730563 0.0101842124 0.023423474
## 20 1.265646e-02 0.018837528 0.0258825479 0.0066527717 0.006601839
## 21 9.973418e-03 0.003709432 0.0039693320 0.0081797975 0.045767586
## PC67.16 PC68.16 programN.17
## 1 9.485408e-03 0.0062622921 Diabetes.Education
## 2 4.043560e-03 0.0253828798 Inclusive.Education
## 3 7.965321e-05 0.0113511622 School.Psychology
## 4 8.809235e-04 0.0202401258 Nursing
## 5 1.655271e-02 0.0102158371 Teaching.English
## 6 2.697612e-02 0.0012410059 English.Education
## 7 1.333116e-02 0.0221388427 Sociology
## 8 2.174217e-02 0.0007237298 Measurement..Evaluation.and.Statistics
## 9 6.659960e-03 0.0116888410 Private.School.Leadership
## 10 1.442347e-02 0.0194302042 Psychological.Counseling
## 11 2.070546e-02 0.0299029717 School.Principals
## 12 2.545210e-03 0.0168560548 Spirituality.Mind.Body
## 13 1.602098e-02 0.0199395695 Philosophy
## 14 1.378417e-02 0.0285520058 Movement.Science
## 15 5.397105e-03 0.0281049725 Neuroscience
## 16 6.171772e-03 0.0203638845 Deaf.and.Hard.of.Hearing
## 17 1.604362e-02 0.0121917775 Design.and.Development.of.Digital.Games
## 18 9.747061e-03 0.0017762703 Arts.Administration
## 19 7.941836e-03 0.0196420568 Anthropology
## 20 1.360762e-02 0.0115046748 Reading
## 21 9.370916e-03 0.0218993263 Instructional.Technology.and.Media
## PC1.17 PC2.17 PC3.17 PC4.17 PC5.17
## 1 0.0013461403 0.029004561 0.0050051172 0.0020001112 0.003031366
## 2 0.0170615072 0.010920638 0.0032186462 0.0005861185 0.022383499
## 3 0.0141583324 0.011341619 0.0090697886 0.0053335676 0.006691396
## 4 0.0006894445 0.031856095 0.0102831322 0.0149187169 0.019532896
## 5 0.0144826950 0.010533581 0.0010454784 0.0465099061 0.001559886
## 6 0.0092787177 0.003928365 0.0054881232 0.0531405663 0.009994085
## 7 0.0215823333 0.024251895 0.0045334295 0.0278952166 0.002804944
## 8 0.0064349114 0.001654446 0.0432617565 0.0090647142 0.005170621
## 9 0.0295910671 0.009104437 0.0041877010 0.0035497901 0.030995370
## 10 0.0056757968 0.030173588 0.0132593925 0.0271907105 0.023092825
## 11 0.0319213651 0.005382745 0.0059569597 0.0014717177 0.007939695
## 12 0.0189628490 0.025446601 0.0047636957 0.0013372900 0.027049326
## 13 0.0071900348 0.005726372 0.0015601839 0.0092148381 0.021638555
## 14 0.0133424668 0.022352574 0.0138144761 0.0083708817 0.002063737
## 15 0.0082813494 0.034657422 0.0274107594 0.0046522158 0.006940352
## 16 0.0004832062 0.030295644 0.0003625311 0.0332722791 0.008320232
## 17 0.0063556814 0.014408881 0.0449906991 0.0313386025 0.012099339
## 18 0.0307983700 0.007006109 0.0247494405 0.0064167536 0.028090936
## 19 0.0072486176 0.011392533 0.0050472881 0.0249333296 0.014114775
## 20 0.0204406685 0.001183486 0.0079798028 0.0150766710 0.028443466
## 21 0.0012299612 0.001435074 0.0411508592 0.0139205598 0.005302009
## PC6.17 PC7.17 PC8.17 PC9.17 PC10.17
## 1 0.019339240 0.020485282 0.0343656446 0.0255507386 0.0083823655
## 2 0.029782550 0.015254051 0.0071218003 0.0093675312 0.0180083256
## 3 0.036556087 0.011510206 0.0160879548 0.0319696333 0.0039291076
## 4 0.013044813 0.008519062 0.0026309260 0.0053374657 0.0235534283
## 5 0.009315621 0.008608775 0.0171062957 0.0087092669 0.0001295534
## 6 0.005741980 0.008528871 0.0073043121 0.0056194745 0.0274263942
## 7 0.006136588 0.011291739 0.0070614680 0.0012963323 0.0150742112
## 8 0.029388496 0.020607083 0.0014070944 0.0179862196 0.0238703915
## 9 0.026791143 0.010369450 0.0083654759 0.0044075857 0.0018129601
## 10 0.018538529 0.001151043 0.0006924103 0.0179944007 0.0007766548
## 11 0.009574463 0.023118124 0.0059212074 0.0372173602 0.0069371263
## 12 0.015386304 0.019875643 0.0018854097 0.0317913992 0.0086626499
## 13 0.021966120 0.001496165 0.0073674683 0.0019829010 0.0622735221
## 14 0.027826402 0.003963575 0.0100037670 0.0101251418 0.0290958703
## 15 0.017080153 0.003198050 0.0060050438 0.0244517677 0.0084495571
## 16 0.017611053 0.029480553 0.0111934079 0.0170472406 0.0148158096
## 17 0.020042351 0.003449517 0.0046244582 0.0039475303 0.0175316831
## 18 0.009918087 0.005405654 0.0080879877 0.0155755259 0.0017274695
## 19 0.020741605 0.025954417 0.0122898292 0.0252129140 0.0113607637
## 20 0.013120434 0.002924724 0.0232753503 0.0041923219 0.0131786178
## 21 0.018454248 0.015688278 0.0170612770 0.0008755746 0.0064278971
## PC11.17 PC12.17 PC13.17 PC14.17 PC15.17
## 1 2.027595e-03 0.001307258 0.0224833564 0.0001161929 0.024908277
## 2 3.564825e-02 0.013713649 0.0006533485 0.0122610400 0.020385249
## 3 4.100355e-03 0.002958882 0.0018835188 0.0346521165 0.026257248
## 4 6.672129e-05 0.005624662 0.0186608463 0.0135071313 0.015926143
## 5 6.678637e-03 0.028828935 0.0103141677 0.0108328388 0.015268883
## 6 5.615917e-03 0.007881216 0.0034628875 0.0007916287 0.024252315
## 7 2.622339e-02 0.008732706 0.0003873450 0.0205601763 0.009152638
## 8 1.300586e-02 0.025791954 0.0303641121 0.0180542112 0.008045789
## 9 9.176543e-04 0.009298711 0.0067930806 0.0341636252 0.009581321
## 10 2.270951e-02 0.005072075 0.0051420483 0.0244578886 0.007805007
## 11 3.425214e-03 0.011983355 0.0005246415 0.0084102952 0.022816764
## 12 6.241734e-04 0.003869211 0.0037619987 0.0334570432 0.004838191
## 13 2.398438e-03 0.027856695 0.0270965984 0.0478350443 0.005092429
## 14 1.176450e-02 0.017848456 0.0281853960 0.0068073758 0.004930825
## 15 1.281742e-03 0.009221666 0.0026982800 0.0009149750 0.038533198
## 16 1.543842e-02 0.017948213 0.0281445419 0.0051460533 0.025029745
## 17 8.619621e-03 0.022174927 0.0136066046 0.0265153220 0.017832544
## 18 8.733401e-03 0.008750914 0.0006597047 0.0038522310 0.011251580
## 19 1.411341e-04 0.011995749 0.0211476083 0.0032106535 0.035106531
## 20 1.519289e-02 0.032431938 0.0292802971 0.0019190352 0.010704368
## 21 3.974577e-02 0.031527978 0.0266299592 0.0024967029 0.010179991
## PC16.17 PC17.17 PC18.17 PC19.17 PC20.17 PC21.17
## 1 0.011650159 0.004988348 0.04570281 0.012520540 0.005576673 0.0014952977
## 2 0.012446626 0.028783254 0.04493760 0.010910470 0.013056997 0.0002768048
## 3 0.005438831 0.035032076 0.04101515 0.001880376 0.019524309 0.0233258709
## 4 0.014508125 0.023301990 0.03929915 0.023920715 0.018546330 0.0111727952
## 5 0.012637434 0.025368963 0.03813893 0.020365340 0.012719123 0.0089258554
## 6 0.024049301 0.008898726 0.03737604 0.029610708 0.022473493 0.0119503698
## 7 0.008549125 0.007730911 0.03327938 0.038723593 0.003486161 0.0240717349
## 8 0.011166111 0.007581383 0.03109251 0.009605183 0.016777008 0.0028087050
## 9 0.005696281 0.005277184 0.03075458 0.005755969 0.013616821 0.0024203886
## 10 0.011878138 0.017712204 0.02923849 0.019815966 0.013080943 0.0434413242
## 11 0.007366102 0.001179714 0.02661985 0.007934219 0.012425224 0.0270974530
## 12 0.010811923 0.005626542 0.02537453 0.028356459 0.001906876 0.0137954478
## 13 0.001859075 0.010363966 0.02482527 0.012608747 0.010017276 0.0001345493
## 14 0.051505417 0.012435917 0.02232340 0.009565153 0.023047859 0.0224158755
## 15 0.030638579 0.004617344 0.02223775 0.011392769 0.001406500 0.0200360698
## 16 0.025337306 0.014466611 0.02150548 0.012970412 0.009701404 0.0028733298
## 17 0.011643175 0.005658563 0.02132736 0.010235224 0.001633480 0.0017292281
## 18 0.012968430 0.003932161 0.02030536 0.010654843 0.032358351 0.0205976022
## 19 0.046731327 0.011973868 0.02011533 0.002505940 0.007557299 0.0333240794
## 20 0.006045508 0.036086149 0.01941683 0.039566429 0.034915387 0.0136972845
## 21 0.025128055 0.001151369 0.01818027 0.003601451 0.005014762 0.0409427963
## PC22.17 PC23.17 PC24.17 PC25.17 PC26.17
## 1 0.014862776 2.520695e-02 0.0034863291 0.0067578970 0.015114218
## 2 0.012153475 2.278943e-02 0.0244319393 0.0230774302 0.031646744
## 3 0.024955219 1.578218e-02 0.0140918768 0.0083716108 0.017807661
## 4 0.017586233 1.741028e-02 0.0063199884 0.0417411276 0.011241012
## 5 0.022410047 2.208645e-02 0.0111435918 0.0170305855 0.013441267
## 6 0.014034093 7.340199e-03 0.0269439299 0.0029602518 0.017200132
## 7 0.023357398 1.464761e-02 0.0371095575 0.0005793825 0.005853814
## 8 0.006291520 1.128688e-02 0.0152568543 0.0015038946 0.006819988
## 9 0.033602308 1.343530e-03 0.0375909646 0.0009519840 0.017374584
## 10 0.002273451 8.232161e-03 0.0044123689 0.0027872215 0.006663096
## 11 0.015603708 4.628736e-03 0.0008539759 0.0121269114 0.003731927
## 12 0.002079064 1.751424e-02 0.0142397749 0.0143823355 0.016157291
## 13 0.008186898 2.527811e-02 0.0248918791 0.0142626029 0.003045321
## 14 0.026599861 2.215983e-03 0.0246291856 0.0395338986 0.007545436
## 15 0.016905511 1.715587e-02 0.0189879783 0.0364937550 0.007240608
## 16 0.025890225 3.105452e-05 0.0284392617 0.0051393806 0.008970794
## 17 0.013721358 2.445101e-02 0.0136231698 0.0019594510 0.031170855
## 18 0.001381994 1.611340e-02 0.0239016203 0.0232217659 0.028508931
## 19 0.012465643 1.888720e-02 0.0151327532 0.0009102206 0.026996103
## 20 0.001255224 1.497869e-03 0.0160532210 0.0173883937 0.019136366
## 21 0.014020754 2.423495e-02 0.0142068212 0.0086044239 0.007032989
## PC27.17 PC28.17 PC29.17 PC30.17 PC31.17
## 1 0.007009808 0.0406683788 0.0110291989 0.0336598463 0.012925584
## 2 0.004983032 0.0307676886 0.0139480559 0.0420758605 0.004499735
## 3 0.006331016 0.0143919303 0.0080001191 0.0217540643 0.023882759
## 4 0.026531295 0.0412219433 0.0213847071 0.0110775041 0.005863882
## 5 0.028583655 0.0224131810 0.0151838143 0.0394679155 0.018539128
## 6 0.027199242 0.0127030288 0.0164621682 0.0293205024 0.010651582
## 7 0.011773129 0.0139280529 0.0144149003 0.0350874878 0.006263718
## 8 0.011248786 0.0154582198 0.0062046542 0.0472040901 0.001692669
## 9 0.022091746 0.0009106448 0.0063290486 0.0262909998 0.003132633
## 10 0.014710568 0.0308812199 0.0103775123 0.0001298397 0.008169168
## 11 0.034263125 0.0073784583 0.0115641384 0.0163061451 0.004191767
## 12 0.045126385 0.0047443445 0.0131365729 0.0082984556 0.012642267
## 13 0.002932434 0.0180404239 0.0034814060 0.0072950828 0.001202209
## 14 0.006170652 0.0006502502 0.0079459212 0.0047980546 0.018721575
## 15 0.011685925 0.0015291338 0.0183579973 0.0220554381 0.010430419
## 16 0.005579866 0.0120209438 0.0190505117 0.0272740322 0.016114617
## 17 0.014719210 0.0156336862 0.0088036535 0.0126018668 0.004174359
## 18 0.004575269 0.0178182088 0.0342700445 0.0161297440 0.015579713
## 19 0.033258648 0.0133339625 0.0308188180 0.0044823495 0.037656445
## 20 0.026784552 0.0138769636 0.0004192801 0.0188599964 0.018102852
## 21 0.006573566 0.0201420611 0.0292389054 0.0201803444 0.011454586
## PC32.17 PC33.17 PC34.17 PC35.17 PC36.17
## 1 0.003322758 0.0130393617 0.0240064361 0.037349451 0.0023045681
## 2 0.011916066 0.0032904695 0.0175358222 0.011778460 0.0058763136
## 3 0.017211435 0.0035637641 0.0117691234 0.008310335 0.0208775866
## 4 0.016101107 0.0253661575 0.0060305240 0.008019843 0.0288395366
## 5 0.026776651 0.0002151087 0.0362280029 0.007856700 0.0121603470
## 6 0.020075674 0.0031951368 0.0270470011 0.007447188 0.0006196092
## 7 0.007041298 0.0078761134 0.0145056557 0.019847812 0.0206857688
## 8 0.008458964 0.0170221307 0.0009184801 0.037991130 0.0038771189
## 9 0.024761860 0.0039000671 0.0270412766 0.012369938 0.0165961763
## 10 0.018454614 0.0295608177 0.0123647695 0.018798020 0.0028557961
## 11 0.022270286 0.0105086022 0.0443420097 0.004610165 0.0339489855
## 12 0.023680593 0.0518837932 0.0002319862 0.029942506 0.0122148906
## 13 0.021818156 0.0087272487 0.0107511727 0.021484687 0.0329686349
## 14 0.001722040 0.0168366794 0.0131869014 0.014779099 0.0280928484
## 15 0.019810330 0.0239844111 0.0014951231 0.006022188 0.0215628649
## 16 0.002450625 0.0078392791 0.0036125245 0.009234157 0.0097978922
## 17 0.002985197 0.0191147506 0.0120255242 0.001355074 0.0097894326
## 18 0.001445467 0.0009011486 0.0091688055 0.024454564 0.0267714902
## 19 0.021481141 0.0179679657 0.0086510429 0.014940891 0.0251928075
## 20 0.003187959 0.0134600899 0.0232013411 0.020187266 0.0105016730
## 21 0.002867673 0.0078546589 0.0017461873 0.003523513 0.0042198495
## PC37.17 PC38.17 PC39.17 PC40.17 PC41.17
## 1 0.0213914434 0.002080026 0.0398844841 5.108845e-03 0.019528950
## 2 0.0175596240 0.008483998 0.0194436570 4.911617e-03 0.016544825
## 3 0.0264355233 0.042190943 0.0269408502 3.354874e-02 0.014690462
## 4 0.0188331267 0.001502887 0.0001750696 3.577850e-04 0.016803919
## 5 0.0072000055 0.005457971 0.0151044320 1.828316e-03 0.010804148
## 6 0.0145370901 0.007350681 0.0399378925 1.928240e-03 0.004918339
## 7 0.0434950131 0.007439036 0.0195588295 2.239831e-02 0.008467525
## 8 0.0379208537 0.010920916 0.0168818969 7.955152e-03 0.009891196
## 9 0.0091173282 0.007285253 0.0103233842 2.130563e-02 0.001723829
## 10 0.0286790383 0.019406810 0.0047176094 8.846041e-05 0.034564383
## 11 0.0079633574 0.061328798 0.0192273687 1.045735e-03 0.037497402
## 12 0.0014173027 0.017385192 0.0113039982 1.164110e-02 0.006057619
## 13 0.0100662072 0.010748328 0.0483936505 7.555933e-03 0.009676640
## 14 0.0059499535 0.010549189 0.0212402604 3.696235e-02 0.002313443
## 15 0.0142566743 0.006427212 0.0174540399 2.107405e-02 0.006719749
## 16 0.0009912673 0.005899784 0.0095354676 2.478327e-02 0.007506388
## 17 0.0223828281 0.003711882 0.0139428249 4.257383e-02 0.003224138
## 18 0.0102853461 0.043045569 0.0119045030 6.646896e-03 0.010457145
## 19 0.0049948889 0.009268270 0.0079574468 1.432417e-02 0.014965872
## 20 0.0038229054 0.006886882 0.0139807889 3.124790e-02 0.019245006
## 21 0.0200163141 0.003643394 0.0014280935 1.820152e-02 0.048670521
## PC42.17 PC43.17 PC44.17 PC45.17 PC46.17
## 1 3.729602e-02 0.002483246 0.022276022 1.618554e-02 0.001550490
## 2 6.804155e-03 0.025870268 0.021073416 2.270468e-02 0.019649372
## 3 5.602204e-03 0.013212907 0.017285563 1.397104e-02 0.023144132
## 4 1.408984e-02 0.046305247 0.022772898 4.282224e-03 0.011845454
## 5 1.024008e-03 0.009068592 0.012222824 1.821667e-02 0.026113945
## 6 1.712606e-03 0.002421392 0.028166659 1.047668e-02 0.015160754
## 7 3.290123e-02 0.013574254 0.006483362 1.774777e-02 0.008612097
## 8 2.006601e-02 0.013458194 0.018695727 6.630258e-03 0.010518328
## 9 4.030641e-02 0.036568891 0.009825516 5.306105e-03 0.019153358
## 10 1.836452e-02 0.007491548 0.055101508 1.412321e-02 0.043293162
## 11 1.032531e-02 0.001054353 0.012724114 1.049230e-02 0.023839808
## 12 1.306039e-02 0.012726169 0.001331992 1.879350e-02 0.006022074
## 13 1.532486e-02 0.017100043 0.014244785 7.544264e-03 0.006735028
## 14 1.270485e-02 0.029189045 0.017318498 1.161915e-06 0.021883359
## 15 9.407813e-05 0.025441821 0.003448952 2.373057e-03 0.001165617
## 16 6.405567e-03 0.014848294 0.003823690 2.557102e-02 0.015438946
## 17 3.238990e-02 0.007774936 0.013624847 6.899918e-03 0.015437185
## 18 3.279043e-03 0.012522541 0.012428756 3.613163e-02 0.008812361
## 19 4.976429e-03 0.002635585 0.010084244 1.846531e-03 0.022026616
## 20 6.949625e-03 0.037512499 0.005468838 2.573854e-03 0.004765132
## 21 1.531105e-02 0.001605145 0.007452958 1.312694e-03 0.001676173
## PC47.17 PC48.17 PC49.17 PC50.17 PC51.17
## 1 0.0049013286 3.434665e-02 0.011585849 0.0113383049 0.0108721330
## 2 0.0219960654 3.254416e-03 0.005851927 0.0061513152 0.0392938182
## 3 0.0157752637 2.516294e-03 0.001772171 0.0005050121 0.0023876970
## 4 0.0346049021 1.236260e-02 0.008435817 0.0215834301 0.0196754224
## 5 0.0105872301 5.668942e-03 0.044523392 0.0329795439 0.0059094333
## 6 0.0024067526 4.769146e-02 0.014883303 0.0080353999 0.0006677501
## 7 0.0234172702 1.477341e-02 0.005743079 0.0219280510 0.0142356650
## 8 0.0102753241 8.846563e-03 0.020997691 0.0158671679 0.0078240958
## 9 0.0144368687 2.275667e-02 0.015081237 0.0012942469 0.0143063583
## 10 0.0069080557 1.198624e-02 0.007858785 0.0077718093 0.0007122451
## 11 0.0096537014 1.579120e-02 0.035916739 0.0198680931 0.0010542637
## 12 0.0089533785 7.408922e-03 0.010716036 0.0064697928 0.0045931275
## 13 0.0408795579 1.222727e-02 0.008975692 0.0013177707 0.0323087321
## 14 0.0081047417 8.913114e-03 0.010557901 0.0055357245 0.0199213591
## 15 0.0230255906 1.082979e-02 0.002611124 0.0102166669 0.0313499301
## 16 0.0115170022 3.237121e-02 0.030152235 0.0065554849 0.0161787174
## 17 0.0185415819 9.676484e-03 0.012731327 0.0205016989 0.0289123414
## 18 0.0162968841 8.809708e-05 0.040440421 0.0450641610 0.0017047447
## 19 0.0019474398 1.100397e-02 0.004115277 0.0008671222 0.0095065472
## 20 0.0004688775 6.352392e-03 0.005535342 0.0028123314 0.0091977040
## 21 0.0116138027 5.653503e-03 0.048671768 0.0275296022 0.0225559026
## PC52.17 PC53.17 PC54.17 PC55.17 PC56.17
## 1 0.003786968 0.011492379 0.0255463749 0.0322956348 0.008709661
## 2 0.033265264 0.001446061 0.0125827955 0.0109562284 0.001195911
## 3 0.000584539 0.029418155 0.0102268671 0.0117759579 0.033787708
## 4 0.004889472 0.024011055 0.0034722408 0.0096144876 0.028781196
## 5 0.011698836 0.001464765 0.0149514301 0.0268340642 0.001508886
## 6 0.022416943 0.004682859 0.0098045072 0.0003477724 0.033841084
## 7 0.006706854 0.004364476 0.0079230424 0.0016213797 0.017842584
## 8 0.022273503 0.012351382 0.0002232964 0.0169745055 0.030579640
## 9 0.004316882 0.017818638 0.0018797221 0.0209410722 0.012542440
## 10 0.021253623 0.016209640 0.0001327207 0.0018413514 0.019307970
## 11 0.003602526 0.006753248 0.0206846249 0.0229972681 0.008160058
## 12 0.009343880 0.035390773 0.0212149380 0.0204762500 0.009761319
## 13 0.005803143 0.041461345 0.0118362828 0.0077361124 0.011662381
## 14 0.009049887 0.012093233 0.0117237385 0.0019360316 0.003144158
## 15 0.026137646 0.032660569 0.0143283040 0.0017381732 0.014830028
## 16 0.019927127 0.024906244 0.0505674779 0.0137039903 0.006935053
## 17 0.021633326 0.040331146 0.0005479920 0.0506128239 0.012597320
## 18 0.002983082 0.003351440 0.0153960358 0.0019092258 0.022052741
## 19 0.001165739 0.021065175 0.0232125969 0.0260020882 0.025639038
## 20 0.032923408 0.011659071 0.0232261491 0.0259331015 0.018191571
## 21 0.026505585 0.006775228 0.0047643213 0.0120984899 0.017384738
## PC57.17 PC58.17 PC59.17 PC60.17 PC61.17
## 1 0.0147262760 0.0089823566 0.0114969983 0.0088015811 0.017897118
## 2 0.0203059421 0.0113508668 0.0170113237 0.0178330426 0.016984420
## 3 0.0002138958 0.0055600502 0.0180751076 0.0082155131 0.021196265
## 4 0.0084370519 0.0209606836 0.0001859973 0.0081974840 0.007794702
## 5 0.0277757771 0.0078703641 0.0014461747 0.0207702826 0.023094159
## 6 0.0067994928 0.0045794819 0.0035929535 0.0021104248 0.011671938
## 7 0.0363386915 0.0275029508 0.0036902351 0.0059780048 0.015124400
## 8 0.0504030134 0.0228740493 0.0170088588 0.0200689902 0.028272692
## 9 0.0097112722 0.0167199056 0.0091127237 0.0060728563 0.012814248
## 10 0.0249291572 0.0001651332 0.0240504419 0.0024020792 0.029062510
## 11 0.0154399341 0.0257238149 0.0032378700 0.0172457701 0.005899460
## 12 0.0034046792 0.0261966325 0.0179080313 0.0052195503 0.011949069
## 13 0.0029292353 0.0013623026 0.0110865822 0.0068777974 0.001825640
## 14 0.0104315489 0.0053606678 0.0107233646 0.0112861807 0.005941724
## 15 0.0140147292 0.0322233127 0.0106048859 0.0050090322 0.002587240
## 16 0.0241513644 0.0023957447 0.0163338902 0.0181725314 0.003175944
## 17 0.0006417965 0.0052174617 0.0125557911 0.0015494608 0.025053454
## 18 0.0189498703 0.0057354535 0.0177952340 0.0109030140 0.007424051
## 19 0.0159043148 0.0095231596 0.0232531093 0.0157467721 0.008771105
## 20 0.0199952455 0.0091488981 0.0108802410 0.0258148884 0.016587886
## 21 0.0089305646 0.0094859202 0.0179912196 0.0008404033 0.018026204
## PC62.17 PC63.17 PC64.17 PC65.17 PC66.17
## 1 1.528504e-02 0.003318310 0.0093220298 8.236429e-03 0.010521834
## 2 6.758373e-04 0.004312326 0.0045730150 2.207759e-02 0.008488602
## 3 6.059957e-06 0.005537606 0.0197953117 1.557555e-02 0.012839794
## 4 6.710056e-03 0.014677214 0.0001243280 9.623472e-03 0.010578671
## 5 6.165117e-03 0.016431445 0.0019784486 7.478598e-03 0.013902288
## 6 6.513001e-03 0.016457479 0.0226606265 1.668568e-02 0.023528320
## 7 1.690232e-03 0.010342404 0.0075662393 1.701307e-02 0.007969247
## 8 4.814962e-03 0.012401349 0.0093039685 9.480562e-05 0.012938499
## 9 6.510743e-02 0.001195416 0.0034060351 8.064042e-03 0.007152437
## 10 2.209401e-03 0.007052124 0.0007189327 2.026093e-02 0.002539966
## 11 3.462131e-03 0.002854494 0.0119159451 2.351855e-03 0.013604002
## 12 2.140155e-02 0.023973926 0.0102944367 2.026427e-02 0.005381702
## 13 4.763906e-04 0.012246761 0.0049039762 5.585402e-03 0.019612045
## 14 2.343193e-02 0.045107518 0.0060157216 2.874827e-02 0.013447794
## 15 3.728433e-02 0.001782576 0.0327889132 1.994599e-02 0.025869868
## 16 5.390460e-03 0.020334733 0.0222059945 3.574754e-02 0.020345896
## 17 2.424925e-02 0.012734718 0.0003502170 1.565995e-02 0.017530809
## 18 1.287913e-02 0.021296507 0.0043032116 2.537050e-02 0.005015689
## 19 2.148573e-02 0.017334277 0.0081639542 7.822644e-03 0.033123151
## 20 2.958614e-02 0.018921778 0.0086562750 1.188943e-02 0.013859452
## 21 3.191429e-03 0.039078854 0.0032544612 7.812256e-03 0.022745494
## PC67.17 PC68.17 programN.18
## 1 0.012063465 0.0051062697 Behavior.Analysis
## 2 0.006659960 0.0116888410 Reading
## 3 0.021742169 0.0007237298 Sociology
## 4 0.016043622 0.0121917775 Cooperation.and.Conflict.Resolution
## 5 0.002545210 0.0168560548 Education.Policy
## 6 0.031208677 0.0180189870 Curriculum.and.Teaching
## 7 0.017648376 0.0377772817 Higher.and.Postsecondary.Education
## 8 0.012200936 0.0082811154 English.Education
## 9 0.009976382 0.0225654471 Cognitive.Science
## 10 0.004856063 0.0037756628 Spirituality.Mind.Body
## 11 0.008621536 0.0140855684 Creative.Technologies
## 12 0.048069839 0.0103327468 Intellectual.Disability.Autism
## 13 0.011089313 0.0092625906 Nursing
## 14 0.027817251 0.0109481637 International.and.Comparative.Education
## 15 0.024302939 0.0238644148 Communication.Sciences.and.Disorders
## 16 0.008762385 0.0126924120 Adult.Education
## 17 0.018585460 0.0159891192 Teaching.English
## 18 0.023712651 0.0237488777 Psychological.Counseling
## 19 0.012292413 0.0122383227 Dance.Education
## 20 0.026976120 0.0012410059 Linguistics
## 21 0.005151163 0.0075599921 Urban.Education
## PC1.18 PC2.18 PC3.18 PC4.18 PC5.18
## 1 0.0117921579 0.029442142 0.017219938 0.009145169 0.003089912
## 2 0.0204406685 0.001183486 0.007979803 0.015076671 0.028443466
## 3 0.0215823333 0.024251895 0.004533430 0.027895217 0.002804944
## 4 0.0305095423 0.008861744 0.005560395 0.005966753 0.003008791
## 5 0.0323267164 0.008793870 0.008099375 0.011461032 0.001533022
## 6 0.0063964291 0.020275903 0.012400959 0.021089345 0.002122926
## 7 0.0075270712 0.011385278 0.013045967 0.004600435 0.030822677
## 8 0.0092787177 0.003928365 0.005488123 0.053140566 0.009994085
## 9 0.0004729092 0.017468663 0.048109619 0.022469258 0.009744760
## 10 0.0189628490 0.025446601 0.004763696 0.001337290 0.027049326
## 11 0.0063038828 0.009043693 0.038537829 0.017902383 0.004379405
## 12 0.0044724366 0.010828258 0.012596177 0.017612235 0.007266336
## 13 0.0006894445 0.031856095 0.010283132 0.014918717 0.019532896
## 14 0.0211310159 0.021317674 0.001573788 0.002640540 0.015324399
## 15 0.0122222491 0.021605319 0.011435378 0.021696895 0.011556281
## 16 0.0284241315 0.013389713 0.001175350 0.009488296 0.020011212
## 17 0.0144826950 0.010533581 0.001045478 0.046509906 0.001559886
## 18 0.0056757968 0.030173588 0.013259392 0.027190710 0.023092825
## 19 0.0030618612 0.002731713 0.023564074 0.013916617 0.029933153
## 20 0.0049473310 0.007329538 0.006587999 0.054107187 0.020840874
## 21 0.0281556432 0.004910671 0.007660033 0.011970240 0.029310308
## PC6.18 PC7.18 PC8.18 PC9.18 PC10.18
## 1 0.011422446 0.0020994943 0.0218668887 0.019010098 0.0075694465
## 2 0.013120434 0.0029247239 0.0232753503 0.004192322 0.0131786178
## 3 0.006136588 0.0112917391 0.0070614680 0.001296332 0.0150742112
## 4 0.004433728 0.0145779120 0.0086628587 0.029455859 0.0198420109
## 5 0.001270167 0.0369923208 0.0009551069 0.024343303 0.0132230845
## 6 0.016954730 0.0030758181 0.0112353671 0.044147375 0.0024636900
## 7 0.040272261 0.0183069807 0.0123599959 0.025183963 0.0162809823
## 8 0.005741980 0.0085288709 0.0073043121 0.005619475 0.0274263942
## 9 0.012069745 0.0079184629 0.0089828445 0.009327772 0.0019688466
## 10 0.015386304 0.0198756430 0.0018854097 0.031791399 0.0086626499
## 11 0.016480590 0.0152499965 0.0294834356 0.010511664 0.0101118600
## 12 0.012534262 0.0030055899 0.0019796475 0.011453917 0.0598322356
## 13 0.013044813 0.0085190617 0.0026309260 0.005337466 0.0235534283
## 14 0.015610297 0.0005809751 0.0495759211 0.009503601 0.0015536521
## 15 0.031061902 0.0451035789 0.0201804760 0.003670227 0.0100800326
## 16 0.026282169 0.0201978831 0.0135619588 0.001392056 0.0118614379
## 17 0.009315621 0.0086087748 0.0171062957 0.008709267 0.0001295534
## 18 0.018538529 0.0011510428 0.0006924103 0.017994401 0.0007766548
## 19 0.016108493 0.0474102038 0.0171934839 0.002415794 0.0234615127
## 20 0.002524565 0.0234047813 0.0170624568 0.012953165 0.0343666431
## 21 0.007637409 0.0094355140 0.0368882006 0.020057965 0.0068444197
## PC11.18 PC12.18 PC13.18 PC14.18 PC15.18
## 1 6.861169e-03 0.003184735 0.0237433847 4.281211e-02 0.0074475140
## 2 1.519289e-02 0.032431938 0.0292802971 1.919035e-03 0.0107043676
## 3 2.622339e-02 0.008732706 0.0003873450 2.056018e-02 0.0091526378
## 4 1.025170e-02 0.024695811 0.0181019454 9.416753e-03 0.0171002435
## 5 4.030113e-03 0.002593966 0.0087899478 8.786270e-04 0.0225678144
## 6 2.715194e-02 0.005730825 0.0151856779 9.766448e-03 0.0484631208
## 7 8.863708e-03 0.024975287 0.0073904401 6.721013e-03 0.0006386207
## 8 5.615917e-03 0.007881216 0.0034628875 7.916287e-04 0.0242523151
## 9 3.248569e-02 0.001500996 0.0005854564 3.172296e-03 0.0060985846
## 10 6.241734e-04 0.003869211 0.0037619987 3.345704e-02 0.0048381914
## 11 1.518499e-02 0.004083316 0.0175345238 8.110235e-05 0.0111792907
## 12 1.154135e-02 0.036536788 0.0295004717 1.754253e-02 0.0021303254
## 13 6.672129e-05 0.005624662 0.0186608463 1.350713e-02 0.0159261432
## 14 4.058292e-02 0.007378154 0.0044826857 1.144092e-02 0.0122508356
## 15 2.732295e-02 0.003080459 0.0063129079 1.275419e-02 0.0086317750
## 16 5.860820e-03 0.004401913 0.0027171270 1.919243e-02 0.0213545867
## 17 6.678637e-03 0.028828935 0.0103141677 1.083284e-02 0.0152688829
## 18 2.270951e-02 0.005072075 0.0051420483 2.445789e-02 0.0078050072
## 19 1.547510e-02 0.013925381 0.0227163619 3.526774e-03 0.0012952068
## 20 1.097630e-02 0.003705706 0.0193361508 2.950900e-03 0.0103048342
## 21 1.807010e-02 0.005481427 0.0010188237 2.241245e-02 0.0050227151
## PC16.18 PC17.18 PC18.18 PC19.18 PC20.18
## 1 0.008750594 0.0240979897 0.0096858683 0.04870160 0.013158863
## 2 0.006045508 0.0360861494 0.0194168319 0.03956643 0.034915387
## 3 0.008549125 0.0077309109 0.0332793784 0.03872359 0.003486161
## 4 0.002798045 0.0004136718 0.0032913441 0.03608119 0.022488120
## 5 0.012958470 0.0102873586 0.0140662409 0.03082843 0.031274059
## 6 0.027299040 0.0187114066 0.0059827228 0.02969171 0.016885039
## 7 0.024005827 0.0078882177 0.0093953359 0.02962061 0.022506086
## 8 0.024049301 0.0088987259 0.0373760421 0.02961071 0.022473493
## 9 0.005252680 0.0257481358 0.0107360358 0.02912088 0.006395776
## 10 0.010811923 0.0056265415 0.0253745261 0.02835646 0.001906876
## 11 0.025003269 0.0157504987 0.0078265585 0.02760046 0.025465545
## 12 0.017804752 0.0077512223 0.0128130960 0.02640361 0.037637801
## 13 0.014508125 0.0233019901 0.0392991538 0.02392071 0.018546330
## 14 0.002374252 0.0060490029 0.0101520869 0.02261527 0.016462858
## 15 0.014593970 0.0006396479 0.0006730579 0.02108533 0.001082123
## 16 0.020422979 0.0102031935 0.0001088556 0.02108263 0.018696905
## 17 0.012637434 0.0253689631 0.0381389304 0.02036534 0.012719123
## 18 0.011878138 0.0177122036 0.0292384912 0.01981597 0.013080943
## 19 0.001816857 0.0375070479 0.0167054934 0.01929141 0.024974276
## 20 0.014187673 0.0039142510 0.0034113469 0.01817048 0.015847075
## 21 0.005434683 0.0191702590 0.0109936899 0.01720400 0.006300514
## PC21.18 PC22.18 PC23.18 PC24.18 PC25.18
## 1 0.016135867 0.011454462 0.0052346942 0.0102293172 0.0128940564
## 2 0.013697285 0.001255224 0.0014978695 0.0160532210 0.0173883937
## 3 0.024071735 0.023357398 0.0146476061 0.0371095575 0.0005793825
## 4 0.018919723 0.011820382 0.0049096222 0.0191033895 0.0214518746
## 5 0.005238102 0.017340677 0.0098869562 0.0082556316 0.0089415613
## 6 0.002865449 0.020747308 0.0115293853 0.0248510128 0.0168177139
## 7 0.030544873 0.014206848 0.0062735829 0.0063630024 0.0106783307
## 8 0.011950370 0.014034093 0.0073401987 0.0269439299 0.0029602518
## 9 0.029878955 0.012571903 0.0163724528 0.0226486866 0.0065363706
## 10 0.013795448 0.002079064 0.0175142368 0.0142397749 0.0143823355
## 11 0.023831901 0.011528952 0.0006137766 0.0009855782 0.0530934386
## 12 0.022219744 0.028651075 0.0060574464 0.0031096402 0.0141948225
## 13 0.011172795 0.017586233 0.0174102795 0.0063199884 0.0417411276
## 14 0.019727274 0.016701146 0.0097039926 0.0031659007 0.0281783295
## 15 0.008128416 0.011728583 0.0158609226 0.0105237618 0.0334632115
## 16 0.020445949 0.020782721 0.0250260819 0.0008077446 0.0298119762
## 17 0.008925855 0.022410047 0.0220864526 0.0111435918 0.0170305855
## 18 0.043441324 0.002273451 0.0082321613 0.0044123689 0.0027872215
## 19 0.004099126 0.025857755 0.0180956248 0.0068183260 0.0034363369
## 20 0.005469355 0.002230891 0.0022464918 0.0431221266 0.0069656442
## 21 0.010102012 0.001479783 0.0219094957 0.0221844936 0.0126750065
## PC26.18 PC27.18 PC28.18 PC29.18 PC30.18
## 1 0.024440115 0.010963900 0.002514636 0.0107530676 0.0088741855
## 2 0.019136366 0.026784552 0.013876964 0.0004192801 0.0188599964
## 3 0.005853814 0.011773129 0.013928053 0.0144149003 0.0350874878
## 4 0.014102336 0.042569943 0.038724487 0.0198672945 0.0258931482
## 5 0.002081881 0.012823729 0.004373598 0.0029581335 0.0180994592
## 6 0.006701263 0.003219144 0.022670003 0.0135109145 0.0043574821
## 7 0.044790612 0.002534821 0.005173731 0.0222391104 0.0151896259
## 8 0.017200132 0.027199242 0.012703029 0.0164621682 0.0293205024
## 9 0.009058300 0.033969504 0.011712174 0.0232502842 0.0104910231
## 10 0.016157291 0.045126385 0.004744344 0.0131365729 0.0082984556
## 11 0.010075115 0.027294153 0.033422939 0.0053218395 0.0192456939
## 12 0.017184226 0.007296346 0.011845159 0.0093984659 0.0090634788
## 13 0.011241012 0.026531295 0.041221943 0.0213847071 0.0110775041
## 14 0.015454890 0.004233637 0.016619531 0.0044553004 0.0012666083
## 15 0.008256672 0.014012758 0.023664283 0.0214350484 0.0214544959
## 16 0.002738005 0.011030234 0.034636653 0.0091808504 0.0396765815
## 17 0.013441267 0.028583655 0.022413181 0.0151838143 0.0394679155
## 18 0.006663096 0.014710568 0.030881220 0.0103775123 0.0001298397
## 19 0.016879997 0.007594187 0.006509377 0.0030711560 0.0108245315
## 20 0.027820804 0.023849425 0.004026181 0.0014815269 0.0099796751
## 21 0.016163908 0.013996912 0.043680879 0.0232522969 0.0196662194
## PC31.18 PC32.18 PC33.18 PC34.18 PC35.18
## 1 0.006938124 0.0192701540 0.0143512800 0.0030622628 0.013422757
## 2 0.018102852 0.0031879592 0.0134600899 0.0232013411 0.020187266
## 3 0.006263718 0.0070412983 0.0078761134 0.0145056557 0.019847812
## 4 0.016602222 0.0197211485 0.0102347161 0.0255129422 0.015698911
## 5 0.014539385 0.0248997503 0.0091030532 0.0030270978 0.014922312
## 6 0.005976028 0.0099387450 0.0242688886 0.0079030393 0.001158178
## 7 0.025997518 0.0002837276 0.0198939309 0.0264555110 0.032195026
## 8 0.010651582 0.0200756744 0.0031951368 0.0270470011 0.007447188
## 9 0.028416820 0.0034747865 0.0018882861 0.0099352587 0.003505102
## 10 0.012642267 0.0236805934 0.0518837932 0.0002319862 0.029942506
## 11 0.020241797 0.0150279708 0.0112140731 0.0027082578 0.023695345
## 12 0.027537548 0.0047151030 0.0247158818 0.0311409980 0.004184547
## 13 0.005863882 0.0161011067 0.0253661575 0.0060305240 0.008019843
## 14 0.031534574 0.0149182965 0.0186299837 0.0186326257 0.010350318
## 15 0.014363198 0.0095776196 0.0141383440 0.0006488152 0.003352840
## 16 0.008333490 0.0097243273 0.0042953455 0.0115100049 0.037944145
## 17 0.018539128 0.0267766508 0.0002151087 0.0362280029 0.007856700
## 18 0.008169168 0.0184546139 0.0295608177 0.0123647695 0.018798020
## 19 0.005945130 0.0146436133 0.0189418102 0.0081385843 0.028795076
## 20 0.015263706 0.0162663946 0.0256329947 0.0074182728 0.014077230
## 21 0.010154236 0.0222802022 0.0022393692 0.0123471766 0.006373069
## PC36.18 PC37.18 PC38.18 PC39.18 PC40.18
## 1 0.0254631000 0.020752434 0.041365502 0.0298933449 9.579026e-04
## 2 0.0105016730 0.003822905 0.006886882 0.0139807889 3.124790e-02
## 3 0.0206857688 0.043495013 0.007439036 0.0195588295 2.239831e-02
## 4 0.0060653835 0.015816652 0.009181122 0.0095197219 5.606699e-03
## 5 0.0234782867 0.007409106 0.011824113 0.0571833824 9.860125e-03
## 6 0.0021875264 0.002132852 0.017632292 0.0342654009 1.265250e-02
## 7 0.0066077647 0.000581169 0.002713510 0.0237627252 6.807845e-03
## 8 0.0006196092 0.014537090 0.007350681 0.0399378925 1.928240e-03
## 9 0.0088197930 0.006811063 0.024973398 0.0110103570 7.382782e-03
## 10 0.0122148906 0.001417303 0.017385192 0.0113039982 1.164110e-02
## 11 0.0131949955 0.012710493 0.025403862 0.0276109560 1.491221e-02
## 12 0.0156696641 0.032762084 0.025308741 0.0103311717 2.441338e-02
## 13 0.0288395366 0.018833127 0.001502887 0.0001750696 3.577850e-04
## 14 0.0350654458 0.030096368 0.019489996 0.0075449269 7.898263e-05
## 15 0.0106133888 0.001177010 0.021121889 0.0116742314 4.629703e-02
## 16 0.0197211996 0.049449440 0.009883776 0.0165194707 1.254353e-02
## 17 0.0121603470 0.007200006 0.005457971 0.0151044320 1.828316e-03
## 18 0.0028557961 0.028679038 0.019406810 0.0047176094 8.846041e-05
## 19 0.0045657375 0.007414103 0.002471392 0.0152522862 1.678320e-02
## 20 0.0067088770 0.001442340 0.012314012 0.0237440060 2.189815e-02
## 21 0.0109471119 0.037017550 0.030976287 0.0057903217 8.036488e-03
## PC41.18 PC42.18 PC43.18 PC44.18 PC45.18
## 1 1.524526e-02 0.035668891 0.005650095 0.038101378 0.019278250
## 2 1.924501e-02 0.006949625 0.037512499 0.005468838 0.002573854
## 3 8.467525e-03 0.032901228 0.013574254 0.006483362 0.017747768
## 4 2.322842e-04 0.004477409 0.025925866 0.010752378 0.004458127
## 5 1.419881e-02 0.011129360 0.020189483 0.005031187 0.029831665
## 6 8.513003e-03 0.012916210 0.010799224 0.003990016 0.007330942
## 7 2.964824e-02 0.010033015 0.015526534 0.011940985 0.006457963
## 8 4.918339e-03 0.001712606 0.002421392 0.028166659 0.010476676
## 9 7.596383e-03 0.015944160 0.017425841 0.008043164 0.006187667
## 10 6.057619e-03 0.013060386 0.012726169 0.001331992 0.018793499
## 11 6.551731e-03 0.028016522 0.009297284 0.023504665 0.020137958
## 12 1.098049e-02 0.006851093 0.007730266 0.016679772 0.025977623
## 13 1.680392e-02 0.014089840 0.046305247 0.022772898 0.004282224
## 14 8.608210e-03 0.004897263 0.031992737 0.000470291 0.016489206
## 15 6.054332e-03 0.021003705 0.024645444 0.039125792 0.017920101
## 16 5.176922e-03 0.012841497 0.027387216 0.004782294 0.013696443
## 17 1.080415e-02 0.001024008 0.009068592 0.012222824 0.018216667
## 18 3.456438e-02 0.018364519 0.007491548 0.055101508 0.014123210
## 19 3.079813e-03 0.030966919 0.015924592 0.016334927 0.041307348
## 20 5.180017e-05 0.006340144 0.007193893 0.031973380 0.001280308
## 21 2.495149e-02 0.012687577 0.012327293 0.015332884 0.003084319
## PC46.18 PC47.18 PC48.18 PC49.18 PC50.18
## 1 0.036561553 0.0225237977 0.0233592316 0.003357948 0.0181328516
## 2 0.004765132 0.0004688775 0.0063523918 0.005535342 0.0028123314
## 3 0.008612097 0.0234172702 0.0147734090 0.005743079 0.0219280510
## 4 0.030363916 0.0135859381 0.0196237539 0.009611119 0.0163555965
## 5 0.016048174 0.0637251614 0.0017749367 0.034874201 0.0254895324
## 6 0.002109297 0.0064423215 0.0005942735 0.030270919 0.0155641485
## 7 0.017285922 0.0134724086 0.0172595371 0.001264596 0.0223537131
## 8 0.015160754 0.0024067526 0.0476914612 0.014883303 0.0080353999
## 9 0.023450185 0.0248339951 0.0123416760 0.018043596 0.0173358303
## 10 0.006022074 0.0089533785 0.0074089221 0.010716036 0.0064697928
## 11 0.022286234 0.0089619234 0.0108190716 0.023067268 0.0025410549
## 12 0.014454409 0.0243760704 0.0108418166 0.013645142 0.0003401361
## 13 0.011845454 0.0346049021 0.0123626017 0.008435817 0.0215834301
## 14 0.011233530 0.0156594331 0.0077271899 0.017799228 0.0147265770
## 15 0.014918303 0.0039446700 0.0200509846 0.007372473 0.0208309307
## 16 0.011028103 0.0148468496 0.0004276145 0.005165856 0.0148577288
## 17 0.026113945 0.0105872301 0.0056689424 0.044523392 0.0329795439
## 18 0.043293162 0.0069080557 0.0119862419 0.007858785 0.0077718093
## 19 0.010126927 0.0164302227 0.0192723332 0.014679402 0.0014358939
## 20 0.003594276 0.0157530837 0.0080186210 0.001047132 0.0054458274
## 21 0.003872223 0.0088374374 0.0441306887 0.015009847 0.0014120372
## PC51.18 PC52.18 PC53.18 PC54.18 PC55.18
## 1 2.769138e-03 0.012012841 0.0220259129 0.0111204576 0.0003648512
## 2 9.197704e-03 0.032923408 0.0116590708 0.0232261491 0.0259331015
## 3 1.423567e-02 0.006706854 0.0043644760 0.0079230424 0.0016213797
## 4 3.928029e-03 0.005412476 0.0121770192 0.0186518929 0.0167067128
## 5 8.010124e-03 0.004199199 0.0078010804 0.0011994526 0.0037855934
## 6 1.886517e-02 0.011721599 0.0084164123 0.0300685024 0.0118851146
## 7 7.432091e-03 0.015030708 0.0073035634 0.0042939071 0.0346327047
## 8 6.677501e-04 0.022416943 0.0046828594 0.0098045072 0.0003477724
## 9 1.183495e-02 0.015759341 0.0212736010 0.0232615693 0.0206463817
## 10 4.593128e-03 0.009343880 0.0353907726 0.0212149380 0.0204762500
## 11 6.826216e-03 0.027658524 0.0026353835 0.0026470887 0.0168570773
## 12 2.895155e-03 0.006215324 0.0089149065 0.0007387733 0.0192628629
## 13 1.967542e-02 0.004889472 0.0240110550 0.0034722408 0.0096144876
## 14 8.028780e-03 0.020504678 0.0091205337 0.0252850929 0.0214486162
## 15 3.849157e-02 0.004252518 0.0264895088 0.0154717497 0.0099702683
## 16 2.577234e-02 0.010937998 0.0010831601 0.0153962332 0.0134792462
## 17 5.909433e-03 0.011698836 0.0014647653 0.0149514301 0.0268340642
## 18 7.122451e-04 0.021253623 0.0162096397 0.0001327207 0.0018413514
## 19 2.842639e-02 0.029473732 0.0247756465 0.0504591551 0.0296859948
## 20 5.053185e-05 0.010399101 0.0050398196 0.0156212113 0.0375884773
## 21 2.272225e-02 0.005435733 0.0003310062 0.0319835895 0.0276264632
## PC56.18 PC57.18 PC58.18 PC59.18 PC60.18
## 1 0.0077348914 0.0191647654 0.0083703260 0.0061295494 0.0069202733
## 2 0.0181915709 0.0199952455 0.0091488981 0.0108802410 0.0258148884
## 3 0.0178425836 0.0363386915 0.0275029508 0.0036902351 0.0059780048
## 4 0.0302823006 0.0006870612 0.0012665386 0.0265810576 0.0006534196
## 5 0.0007189096 0.0035200914 0.0178475038 0.0058907620 0.0146342808
## 6 0.0415885848 0.0054253755 0.0192126686 0.0155819095 0.0086626760
## 7 0.0038938297 0.0060888693 0.0330127589 0.0146032574 0.0035787723
## 8 0.0338410841 0.0067994928 0.0045794819 0.0035929535 0.0021104248
## 9 0.0001945403 0.0299042747 0.0131431079 0.0414309789 0.0272649443
## 10 0.0097613192 0.0034046792 0.0261966325 0.0179080313 0.0052195503
## 11 0.0009952676 0.0028220103 0.0055128938 0.0008688294 0.0223367110
## 12 0.0002334902 0.0077719619 0.0120318199 0.0370319347 0.0154130219
## 13 0.0287811963 0.0084370519 0.0209606836 0.0001859973 0.0081974840
## 14 0.0049754763 0.0176453904 0.0127410397 0.0018245179 0.0124205041
## 15 0.0171239753 0.0204208195 0.0365678794 0.0002426167 0.0027713080
## 16 0.0058437591 0.0348968597 0.0081864685 0.0082769177 0.0149502251
## 17 0.0015088859 0.0277757771 0.0078703641 0.0014461747 0.0207702826
## 18 0.0193079703 0.0249291572 0.0001651332 0.0240504419 0.0024020792
## 19 0.0003145702 0.0063706863 0.0084707774 0.0092398274 0.0163669890
## 20 0.0067186803 0.0241736063 0.0030323568 0.0530815041 0.0033919948
## 21 0.0173797478 0.0005879765 0.0144710664 0.0037577225 0.0193812336
## PC61.18 PC62.18 PC63.18 PC64.18 PC65.18
## 1 0.009685530 0.0052703741 0.010482572 0.0055515971 0.0145711455
## 2 0.016587886 0.0295861388 0.018921778 0.0086562750 0.0118894306
## 3 0.015124400 0.0016902317 0.010342404 0.0075662393 0.0170130658
## 4 0.004606716 0.0382235860 0.034743555 0.0077435102 0.0100176825
## 5 0.015481927 0.0216520926 0.003868852 0.0144468467 0.0046086662
## 6 0.017420714 0.0003912263 0.010769324 0.0263275157 0.0419232676
## 7 0.037862701 0.0005669022 0.010293710 0.0257337042 0.0081613053
## 8 0.011671938 0.0065130007 0.016457479 0.0226606265 0.0166856766
## 9 0.023387615 0.0150682489 0.007320984 0.0112315049 0.0202808476
## 10 0.011949069 0.0214015455 0.023973926 0.0102944367 0.0202642712
## 11 0.001179959 0.0069445754 0.025170782 0.0237099683 0.0322875958
## 12 0.015238303 0.0177678492 0.017580770 0.0072883655 0.0102919578
## 13 0.007794702 0.0067100558 0.014677214 0.0001243280 0.0096234716
## 14 0.018988928 0.0200988905 0.019861377 0.0070435772 0.0282850478
## 15 0.014388079 0.0124579160 0.005536458 0.0176567713 0.0103799924
## 16 0.002828793 0.0085221090 0.003799427 0.0367848004 0.0173827088
## 17 0.023094159 0.0061651173 0.016431445 0.0019784486 0.0074785981
## 18 0.029062510 0.0022094006 0.007052124 0.0007189327 0.0202609273
## 19 0.006788166 0.0183052132 0.002879448 0.0008058106 0.0005078441
## 20 0.018109541 0.0003451716 0.026490567 0.0401983871 0.0266746238
## 21 0.006818913 0.0099734183 0.003709432 0.0039693320 0.0081797975
## PC66.18 PC67.18 PC68.18
## 1 0.0189294059 6.171772e-03 0.0203638845
## 2 0.0138594518 2.697612e-02 0.0012410059
## 3 0.0079692473 1.764838e-02 0.0377772817
## 4 0.0162994606 1.346634e-02 0.0261225260
## 5 0.0041896661 3.767999e-03 0.0248015410
## 6 0.0166291257 3.882247e-03 0.0056948558
## 7 0.0091851252 7.234322e-03 0.0099774894
## 8 0.0235283204 3.120868e-02 0.0180189870
## 9 0.0239027676 2.070546e-02 0.0299029717
## 10 0.0053817018 4.806984e-02 0.0103327468
## 11 0.0041561796 2.353511e-02 0.0017110830
## 12 0.0081726655 6.690235e-03 0.0290887373
## 13 0.0105786711 1.604362e-02 0.0121917775
## 14 0.0411751488 1.131067e-02 0.0273981855
## 15 0.0001655415 1.124378e-03 0.0214321773
## 16 0.0034344512 8.699730e-03 0.0356690038
## 17 0.0139022882 2.545210e-03 0.0168560548
## 18 0.0025399664 4.856063e-03 0.0037756628
## 19 0.0055624860 7.965321e-05 0.0113511622
## 20 0.0195080732 3.354950e-03 0.0006156937
## 21 0.0457675855 9.370916e-03 0.0218993263
## programN.19 PC1.19 PC2.19
## 1 Early.Childhood.Special.Education 4.408253e-03 0.025552068
## 2 Mathematics 4.774164e-03 0.001823151
## 3 Intellectual.Disability.Autism 4.472437e-03 0.010828258
## 4 Physical.Education 5.059954e-05 0.029865684
## 5 Reading 2.044067e-02 0.001183486
## 6 College.Advising 2.034854e-02 0.009774807
## 7 Arts.Administration 3.079837e-02 0.007006109
## 8 Education.Policy 3.232672e-02 0.008793870
## 9 Early.Childhood.Education 1.631755e-02 0.002736457
## 10 Creative.Technologies 6.303883e-03 0.009043693
## 11 Dance.Education 3.061861e-03 0.002731713
## 12 Movement.Science 1.334247e-02 0.022352574
## 13 Higher.and.Postsecondary.Education 7.527071e-03 0.011385278
## 14 Cooperation.and.Conflict.Resolution 3.050954e-02 0.008861744
## 15 English.Education 9.278718e-03 0.003928365
## 16 Music 1.331327e-03 0.009494630
## 17 Physiology 1.457407e-02 0.036751371
## 18 School.Psychology 1.415833e-02 0.011341619
## 19 Learning.Analytics 5.645955e-03 0.002782266
## 20 Adult.Education 2.842413e-02 0.013389713
## 21 Nursing 6.894445e-04 0.031856095
## PC3.19 PC4.19 PC5.19 PC6.19 PC7.19
## 1 0.022388206 0.031399622 1.618698e-02 0.0075348165 0.021218400
## 2 0.046388770 0.008716536 1.878698e-02 0.0074538327 0.011699476
## 3 0.012596177 0.017612235 7.266336e-03 0.0125342622 0.003005590
## 4 0.017298115 0.006940586 5.902268e-05 0.0010439017 0.010912656
## 5 0.007979803 0.015076671 2.844347e-02 0.0131204338 0.002924724
## 6 0.016338615 0.008664203 2.437320e-02 0.0146771685 0.010972374
## 7 0.024749441 0.006416754 2.809094e-02 0.0099180873 0.005405654
## 8 0.008099375 0.011461032 1.533022e-03 0.0012701672 0.036992321
## 9 0.002132451 0.026053939 1.305411e-02 0.0121212730 0.020794978
## 10 0.038537829 0.017902383 4.379405e-03 0.0164805896 0.015249997
## 11 0.023564074 0.013916617 2.993315e-02 0.0161084934 0.047410204
## 12 0.013814476 0.008370882 2.063737e-03 0.0278264018 0.003963575
## 13 0.013045967 0.004600435 3.082268e-02 0.0402722606 0.018306981
## 14 0.005560395 0.005966753 3.008791e-03 0.0044337281 0.014577912
## 15 0.005488123 0.053140566 9.994085e-03 0.0057419804 0.008528871
## 16 0.022176398 0.004001520 3.329525e-02 0.0005785762 0.039813611
## 17 0.003796706 0.019235619 5.857138e-03 0.0047655130 0.008507044
## 18 0.009069789 0.005333568 6.691396e-03 0.0365560870 0.011510206
## 19 0.048876967 0.006597359 1.854961e-03 0.0256304790 0.023308238
## 20 0.001175350 0.009488296 2.001121e-02 0.0262821686 0.020197883
## 21 0.010283132 0.014918717 1.953290e-02 0.0130448130 0.008519062
## PC8.19 PC9.19 PC10.19 PC11.19 PC12.19
## 1 0.0177969933 0.030278451 0.015328400 1.066777e-02 0.0108881859
## 2 0.0227874887 0.005242621 0.026662334 7.351706e-03 0.0002360754
## 3 0.0019796475 0.011453917 0.059832236 1.154135e-02 0.0365367885
## 4 0.0181621668 0.021004884 0.013219025 2.763763e-03 0.0182589908
## 5 0.0232753503 0.004192322 0.013178618 1.519289e-02 0.0324319381
## 6 0.0150352054 0.001865618 0.019929271 2.437914e-02 0.0016677943
## 7 0.0080879877 0.015575526 0.001727470 8.733401e-03 0.0087509141
## 8 0.0009551069 0.024343303 0.013223084 4.030113e-03 0.0025939660
## 9 0.0330284428 0.021549936 0.019640020 7.100216e-03 0.0014550918
## 10 0.0294834356 0.010511664 0.010111860 1.518499e-02 0.0040833160
## 11 0.0171934839 0.002415794 0.023461513 1.547510e-02 0.0139253809
## 12 0.0100037670 0.010125142 0.029095870 1.176450e-02 0.0178484564
## 13 0.0123599959 0.025183963 0.016280982 8.863708e-03 0.0249752874
## 14 0.0086628587 0.029455859 0.019842011 1.025170e-02 0.0246958108
## 15 0.0073043121 0.005619475 0.027426394 5.615917e-03 0.0078812158
## 16 0.0079498414 0.023227344 0.014447780 2.445492e-02 0.0219811602
## 17 0.0121030646 0.013003430 0.009989580 3.500399e-02 0.0168262986
## 18 0.0160879548 0.031969633 0.003929108 4.100355e-03 0.0029588824
## 19 0.0235058202 0.009432336 0.015326245 1.986265e-02 0.0116958026
## 20 0.0135619588 0.001392056 0.011861438 5.860820e-03 0.0044019126
## 21 0.0026309260 0.005337466 0.023553428 6.672129e-05 0.0056246625
## PC13.19 PC14.19 PC15.19 PC16.19 PC17.19
## 1 0.0047609933 2.038593e-02 0.0102805241 0.007284086 0.0000681285
## 2 0.0128182972 3.974568e-02 0.0241197802 0.020222250 0.0046754910
## 3 0.0295004717 1.754253e-02 0.0021303254 0.017804752 0.0077512223
## 4 0.0120707436 1.022977e-02 0.0073438464 0.033150723 0.0362778080
## 5 0.0292802971 1.919035e-03 0.0107043676 0.006045508 0.0360861494
## 6 0.0382673370 5.897418e-03 0.0192748262 0.012794286 0.0355156853
## 7 0.0006597047 3.852231e-03 0.0112515795 0.012968430 0.0039321607
## 8 0.0087899478 8.786270e-04 0.0225678144 0.012958470 0.0102873586
## 9 0.0251107596 3.195039e-03 0.0261418507 0.032150140 0.0249982477
## 10 0.0175345238 8.110235e-05 0.0111792907 0.025003269 0.0157504987
## 11 0.0227163619 3.526774e-03 0.0012952068 0.001816857 0.0375070479
## 12 0.0281853960 6.807376e-03 0.0049308252 0.051505417 0.0124359168
## 13 0.0073904401 6.721013e-03 0.0006386207 0.024005827 0.0078882177
## 14 0.0181019454 9.416753e-03 0.0171002435 0.002798045 0.0004136718
## 15 0.0034628875 7.916287e-04 0.0242523151 0.024049301 0.0088987259
## 16 0.0185234630 1.191867e-02 0.0259238820 0.008021661 0.0151384369
## 17 0.0110960670 1.699382e-04 0.0058982743 0.018227567 0.0090266772
## 18 0.0018835188 3.465212e-02 0.0262572483 0.005438831 0.0350320756
## 19 0.0341390013 5.865174e-04 0.0127348428 0.009187963 0.0061049139
## 20 0.0027171270 1.919243e-02 0.0213545867 0.020422979 0.0102031935
## 21 0.0186608463 1.350713e-02 0.0159261432 0.014508125 0.0233019901
## PC18.19 PC19.19 PC20.19 PC21.19 PC22.19
## 1 0.0013513795 0.0031249736 0.05770689 0.004542651 0.0004601013
## 2 0.0001654039 0.0017070405 0.03776317 0.004712244 0.0268411053
## 3 0.0128130960 0.0264036125 0.03763780 0.022219744 0.0286510754
## 4 0.0156848230 0.0147287412 0.03655684 0.034297210 0.0079446947
## 5 0.0194168319 0.0395664288 0.03491539 0.013697285 0.0012552236
## 6 0.0147640123 0.0142350935 0.03377799 0.004121473 0.0062544847
## 7 0.0203053583 0.0106548427 0.03235835 0.020597602 0.0013819940
## 8 0.0140662409 0.0308284293 0.03127406 0.005238102 0.0173406772
## 9 0.0099390354 0.0010155083 0.02813042 0.017168316 0.0160529655
## 10 0.0078265585 0.0276004636 0.02546554 0.023831901 0.0115289516
## 11 0.0167054934 0.0192914142 0.02497428 0.004099126 0.0258577548
## 12 0.0223233990 0.0095651534 0.02304786 0.022415876 0.0265998613
## 13 0.0093953359 0.0296206063 0.02250609 0.030544873 0.0142068481
## 14 0.0032913441 0.0360811867 0.02248812 0.018919723 0.0118203821
## 15 0.0373760421 0.0296107076 0.02247349 0.011950370 0.0140340932
## 16 0.0101918827 0.0165709135 0.02195252 0.039512670 0.0198097724
## 17 0.0149678383 0.0122783413 0.02187395 0.001401894 0.0086863685
## 18 0.0410151501 0.0018803761 0.01952431 0.023325871 0.0249552189
## 19 0.0107903838 0.0004799608 0.01909304 0.004271171 0.0018587447
## 20 0.0001088556 0.0210826317 0.01869691 0.020445949 0.0207827210
## 21 0.0392991538 0.0239207147 0.01854633 0.011172795 0.0175862325
## PC23.19 PC24.19 PC25.19 PC26.19 PC27.19
## 1 0.0107230761 0.0040069641 0.007674211 0.014624062 0.004040711
## 2 0.0098161939 0.0059739319 0.018611671 0.025822425 0.004136018
## 3 0.0060574464 0.0031096402 0.014194822 0.017184226 0.007296346
## 4 0.0056264142 0.0097381422 0.014509344 0.024080936 0.028588230
## 5 0.0014978695 0.0160532210 0.017388394 0.019136366 0.026784552
## 6 0.0258136432 0.0350245697 0.018872014 0.021295014 0.012517448
## 7 0.0161133976 0.0239016203 0.023221766 0.028508931 0.004575269
## 8 0.0098869562 0.0082556316 0.008941561 0.002081881 0.012823729
## 9 0.0265951318 0.0384892121 0.011878110 0.010273766 0.013511713
## 10 0.0006137766 0.0009855782 0.053093439 0.010075115 0.027294153
## 11 0.0180956248 0.0068183260 0.003436337 0.016879997 0.007594187
## 12 0.0022159831 0.0246291856 0.039533899 0.007545436 0.006170652
## 13 0.0062735829 0.0063630024 0.010678331 0.044790612 0.002534821
## 14 0.0049096222 0.0191033895 0.021451875 0.014102336 0.042569943
## 15 0.0073401987 0.0269439299 0.002960252 0.017200132 0.027199242
## 16 0.0304758180 0.0093538918 0.016590496 0.005118102 0.006343802
## 17 0.0061604518 0.0091902405 0.013274796 0.023506191 0.030570803
## 18 0.0157821830 0.0140918768 0.008371611 0.017807661 0.006331016
## 19 0.0279080183 0.0142569460 0.014164623 0.011905362 0.000689891
## 20 0.0250260819 0.0008077446 0.029811976 0.002738005 0.011030234
## 21 0.0174102795 0.0063199884 0.041741128 0.011241012 0.026531295
## PC28.19 PC29.19 PC30.19 PC31.19 PC32.19
## 1 0.0113032062 0.0111171602 0.002702473 0.0317802267 0.0183877764
## 2 0.0003579466 0.0324026923 0.001930179 0.0103903147 0.0189195769
## 3 0.0118451590 0.0093984659 0.009063479 0.0275375478 0.0047151030
## 4 0.0017089844 0.0387143272 0.002522182 0.0274013758 0.0120772967
## 5 0.0138769636 0.0004192801 0.018859996 0.0181028520 0.0031879592
## 6 0.0106559708 0.0135158414 0.005792605 0.0006276715 0.0237316993
## 7 0.0178182088 0.0342700445 0.016129744 0.0155797126 0.0014454672
## 8 0.0043735977 0.0029581335 0.018099459 0.0145393846 0.0248997503
## 9 0.0114065064 0.0220903197 0.031967155 0.0049696001 0.0185987087
## 10 0.0334229386 0.0053218395 0.019245694 0.0202417973 0.0150279708
## 11 0.0065093773 0.0030711560 0.010824531 0.0059451298 0.0146436133
## 12 0.0006502502 0.0079459212 0.004798055 0.0187215753 0.0017220402
## 13 0.0051737310 0.0222391104 0.015189626 0.0259975183 0.0002837276
## 14 0.0387244870 0.0198672945 0.025893148 0.0166022219 0.0197211485
## 15 0.0127030288 0.0164621682 0.029320502 0.0106515821 0.0200756744
## 16 0.0086232152 0.0068231992 0.008979528 0.0054854926 0.0129087503
## 17 0.0230332210 0.0311965366 0.015108464 0.0376367447 0.0208240629
## 18 0.0143919303 0.0080001191 0.021754064 0.0238827592 0.0172114354
## 19 0.0012725009 0.0026020799 0.005136345 0.0167452551 0.0203302489
## 20 0.0346366529 0.0091808504 0.039676581 0.0083334899 0.0097243273
## 21 0.0412219433 0.0213847071 0.011077504 0.0058638820 0.0161011067
## PC33.19 PC34.19 PC35.19 PC36.19 PC37.19
## 1 0.0226502384 0.003722931 0.009492371 0.0157418244 2.336248e-02
## 2 0.0089904297 0.008740235 0.010714334 0.0025025539 4.266231e-03
## 3 0.0247158818 0.031140998 0.004184547 0.0156696641 3.276208e-02
## 4 0.0361447601 0.012751183 0.032732045 0.0259345815 3.147825e-05
## 5 0.0134600899 0.023201341 0.020187266 0.0105016730 3.822905e-03
## 6 0.0118552631 0.006268324 0.017920449 0.0147256999 1.902170e-02
## 7 0.0009011486 0.009168805 0.024454564 0.0267714902 1.028535e-02
## 8 0.0091030532 0.003027098 0.014922312 0.0234782867 7.409106e-03
## 9 0.0037854684 0.007694494 0.012775790 0.0059912201 6.662558e-03
## 10 0.0112140731 0.002708258 0.023695345 0.0131949955 1.271049e-02
## 11 0.0189418102 0.008138584 0.028795076 0.0045657375 7.414103e-03
## 12 0.0168366794 0.013186901 0.014779099 0.0280928484 5.949953e-03
## 13 0.0198939309 0.026455511 0.032195026 0.0066077647 5.811690e-04
## 14 0.0102347161 0.025512942 0.015698911 0.0060653835 1.581665e-02
## 15 0.0031951368 0.027047001 0.007447188 0.0006196092 1.453709e-02
## 16 0.0037075278 0.033242185 0.001567064 0.0282139147 2.568493e-02
## 17 0.0172165126 0.020880328 0.017956477 0.0231480447 3.422518e-02
## 18 0.0035637641 0.011769123 0.008310335 0.0208775866 2.643552e-02
## 19 0.0157160560 0.011693659 0.044861974 0.0009660533 2.204138e-03
## 20 0.0042953455 0.011510005 0.037944145 0.0197211996 4.944944e-02
## 21 0.0253661575 0.006030524 0.008019843 0.0288395366 1.883313e-02
## PC38.19 PC39.19 PC40.19 PC41.19 PC42.19
## 1 0.011820366 0.0023819566 0.004168525 2.063920e-02 0.0170856485
## 2 0.023206111 0.0006482205 0.011678596 2.736056e-02 0.0068112101
## 3 0.025308741 0.0103311717 0.024413376 1.098049e-02 0.0068510931
## 4 0.007395560 0.0015385472 0.024231941 3.123014e-04 0.0046483661
## 5 0.006886882 0.0139807889 0.031247905 1.924501e-02 0.0069496249
## 6 0.044370356 0.0013225617 0.018769045 9.751090e-03 0.0050850272
## 7 0.043045569 0.0119045030 0.006646896 1.045714e-02 0.0032790427
## 8 0.011824113 0.0571833824 0.009860125 1.419881e-02 0.0111293600
## 9 0.011242512 0.0240057629 0.026782226 2.199111e-02 0.0269201528
## 10 0.025403862 0.0276109560 0.014912208 6.551731e-03 0.0280165217
## 11 0.002471392 0.0152522862 0.016783201 3.079813e-03 0.0309669190
## 12 0.010549189 0.0212402604 0.036962347 2.313443e-03 0.0127048526
## 13 0.002713510 0.0237627252 0.006807845 2.964824e-02 0.0100330149
## 14 0.009181122 0.0095197219 0.005606699 2.322842e-04 0.0044774087
## 15 0.007350681 0.0399378925 0.001928240 4.918339e-03 0.0017126056
## 16 0.015024316 0.0115403387 0.018813087 8.162331e-05 0.0034265889
## 17 0.001936499 0.0225391866 0.013763661 1.823445e-02 0.0239487675
## 18 0.042190943 0.0269408502 0.033548736 1.469046e-02 0.0056022036
## 19 0.010954433 0.0048911315 0.034382796 1.542802e-02 0.0007578696
## 20 0.009883776 0.0165194707 0.012543531 5.176922e-03 0.0128414968
## 21 0.001502887 0.0001750696 0.000357785 1.680392e-02 0.0140898402
## PC43.19 PC44.19 PC45.19 PC46.19 PC47.19
## 1 0.021299853 0.0084559490 2.935988e-02 0.004285109 2.350665e-02
## 2 0.000795879 0.0004903914 4.736047e-04 0.001786810 2.121883e-02
## 3 0.007730266 0.0166797718 2.597762e-02 0.014454409 2.437607e-02
## 4 0.013441862 0.0123416608 3.542201e-02 0.002421951 3.000743e-05
## 5 0.037512499 0.0054688382 2.573854e-03 0.004765132 4.688775e-04
## 6 0.028797715 0.0019139992 1.824593e-02 0.006393659 2.017083e-03
## 7 0.012522541 0.0124287559 3.613163e-02 0.008812361 1.629688e-02
## 8 0.020189483 0.0050311870 2.983166e-02 0.016048174 6.372516e-02
## 9 0.019150156 0.0031657556 2.575223e-02 0.007428793 4.845564e-03
## 10 0.009297284 0.0235046652 2.013796e-02 0.022286234 8.961923e-03
## 11 0.015924592 0.0163349267 4.130735e-02 0.010126927 1.643022e-02
## 12 0.029189045 0.0173184981 1.161915e-06 0.021883359 8.104742e-03
## 13 0.015526534 0.0119409846 6.457963e-03 0.017285922 1.347241e-02
## 14 0.025925866 0.0107523781 4.458127e-03 0.030363916 1.358594e-02
## 15 0.002421392 0.0281666589 1.047668e-02 0.015160754 2.406753e-03
## 16 0.009059190 0.0039600349 1.028271e-02 0.022720178 1.493409e-02
## 17 0.008844516 0.0173245255 4.533967e-03 0.007415926 4.281852e-03
## 18 0.013212907 0.0172855631 1.397104e-02 0.023144132 1.577526e-02
## 19 0.031790385 0.0127900286 1.891215e-02 0.024326783 5.700495e-03
## 20 0.027387216 0.0047822940 1.369644e-02 0.011028103 1.484685e-02
## 21 0.046305247 0.0227728977 4.282224e-03 0.011845454 3.460490e-02
## PC48.19 PC49.19 PC50.19 PC51.19 PC52.19
## 1 2.250952e-02 0.016686431 0.0247123911 0.0174451145 0.037332067
## 2 1.696439e-02 0.019034109 0.0278684969 0.0285095830 0.018949358
## 3 1.084182e-02 0.013645142 0.0003401361 0.0028951549 0.006215324
## 4 5.979111e-03 0.003630809 0.0407831659 0.0153592575 0.019407217
## 5 6.352392e-03 0.005535342 0.0028123314 0.0091977040 0.032923408
## 6 1.394812e-02 0.000675580 0.0184273011 0.0134668851 0.027534465
## 7 8.809708e-05 0.040440421 0.0450641610 0.0017047447 0.002983082
## 8 1.774937e-03 0.034874201 0.0254895324 0.0080101241 0.004199199
## 9 5.346540e-02 0.007169404 0.0029971363 0.0133442124 0.004402327
## 10 1.081907e-02 0.023067268 0.0025410549 0.0068262164 0.027658524
## 11 1.927233e-02 0.014679402 0.0014358939 0.0284263899 0.029473732
## 12 8.913114e-03 0.010557901 0.0055357245 0.0199213591 0.009049887
## 13 1.725954e-02 0.001264596 0.0223537131 0.0074320911 0.015030708
## 14 1.962375e-02 0.009611119 0.0163555965 0.0039280288 0.005412476
## 15 4.769146e-02 0.014883303 0.0080353999 0.0006677501 0.022416943
## 16 2.508383e-03 0.027603506 0.0123742531 0.0049943191 0.021026577
## 17 1.911645e-02 0.005849950 0.0165306837 0.0379471377 0.008881274
## 18 2.516294e-03 0.001772171 0.0005050121 0.0023876970 0.000584539
## 19 2.119443e-03 0.007807132 0.0257200185 0.0118096775 0.048425270
## 20 4.276145e-04 0.005165856 0.0148577288 0.0257723443 0.010937998
## 21 1.236260e-02 0.008435817 0.0215834301 0.0196754224 0.004889472
## PC53.19 PC54.19 PC55.19 PC56.19 PC57.19
## 1 0.001900268 0.0261463582 0.0097246318 0.0421240490 5.518043e-04
## 2 0.023989658 0.0229405306 0.0199564132 0.0014114125 3.457381e-02
## 3 0.008914907 0.0007387733 0.0192628629 0.0002334902 7.771962e-03
## 4 0.004243662 0.0044914288 0.0045247583 0.0026896841 1.936431e-02
## 5 0.011659071 0.0232261491 0.0259331015 0.0181915709 1.999525e-02
## 6 0.007970080 0.0027662226 0.0045494981 0.0181389022 5.190003e-05
## 7 0.003351440 0.0153960358 0.0019092258 0.0220527414 1.894987e-02
## 8 0.007801080 0.0011994526 0.0037855934 0.0007189096 3.520091e-03
## 9 0.009516992 0.0066988085 0.0067861623 0.0061490947 2.788803e-02
## 10 0.002635383 0.0026470887 0.0168570773 0.0009952676 2.822010e-03
## 11 0.024775646 0.0504591551 0.0296859948 0.0003145702 6.370686e-03
## 12 0.012093233 0.0117237385 0.0019360316 0.0031441580 1.043155e-02
## 13 0.007303563 0.0042939071 0.0346327047 0.0038938297 6.088869e-03
## 14 0.012177019 0.0186518929 0.0167067128 0.0302823006 6.870612e-04
## 15 0.004682859 0.0098045072 0.0003477724 0.0338410841 6.799493e-03
## 16 0.021806343 0.0229360323 0.0016926755 0.0483129522 1.018414e-02
## 17 0.003507931 0.0166824679 0.0104525930 0.0340629232 4.179932e-03
## 18 0.029418155 0.0102268671 0.0117759579 0.0337877077 2.138958e-04
## 19 0.034732321 0.0147438510 0.0001741339 0.0074701610 1.834927e-02
## 20 0.001083160 0.0153962332 0.0134792462 0.0058437591 3.489686e-02
## 21 0.024011055 0.0034722408 0.0096144876 0.0287811963 8.437052e-03
## PC58.19 PC59.19 PC60.19 PC61.19 PC62.19
## 1 0.0043324004 0.0184290887 0.0332279822 0.0135424983 1.501487e-02
## 2 0.0005703724 0.0018083873 0.0071341350 0.0287538718 2.258192e-03
## 3 0.0120318199 0.0370319347 0.0154130219 0.0152383027 1.776785e-02
## 4 0.0014099180 0.0022746844 0.0344295010 0.0105699581 9.894929e-03
## 5 0.0091488981 0.0108802410 0.0258148884 0.0165878861 2.958614e-02
## 6 0.0097139029 0.0465074616 0.0327891300 0.0058582721 8.746826e-03
## 7 0.0057354535 0.0177952340 0.0109030140 0.0074240515 1.287913e-02
## 8 0.0178475038 0.0058907620 0.0146342808 0.0154819272 2.165209e-02
## 9 0.0131300471 0.0119149345 0.0284977274 0.0066982154 4.934480e-03
## 10 0.0055128938 0.0008688294 0.0223367110 0.0011799586 6.944575e-03
## 11 0.0084707774 0.0092398274 0.0163669890 0.0067881657 1.830521e-02
## 12 0.0053606678 0.0107233646 0.0112861807 0.0059417241 2.343193e-02
## 13 0.0330127589 0.0146032574 0.0035787723 0.0378627010 5.669022e-04
## 14 0.0012665386 0.0265810576 0.0006534196 0.0046067164 3.822359e-02
## 15 0.0045794819 0.0035929535 0.0021104248 0.0116719379 6.513001e-03
## 16 0.0078136921 0.0021907568 0.0009684508 0.0298568958 5.964385e-03
## 17 0.0322035596 0.0114455837 0.0176314357 0.0009550841 3.938723e-03
## 18 0.0055600502 0.0180751076 0.0082155131 0.0211962649 6.059957e-06
## 19 0.0214583591 0.0062059528 0.0043946798 0.0193397179 2.471996e-02
## 20 0.0081864685 0.0082769177 0.0149502251 0.0028287931 8.522109e-03
## 21 0.0209606836 0.0001859973 0.0081974840 0.0077947018 6.710056e-03
## PC63.19 PC64.19 PC65.19 PC66.19 PC67.19
## 1 0.0268405480 0.0072716741 0.0086215033 0.001465802 7.717288e-04
## 2 0.0062318038 0.0229996852 0.0044846118 0.049476845 1.479443e-02
## 3 0.0175807696 0.0072883655 0.0102919578 0.008172666 6.690235e-03
## 4 0.0117220517 0.0112856605 0.0049120561 0.010866110 1.655271e-02
## 5 0.0189217779 0.0086562750 0.0118894306 0.013859452 2.697612e-02
## 6 0.0025263123 0.0182435517 0.0080079643 0.016319285 1.333116e-02
## 7 0.0212965070 0.0043032116 0.0253704979 0.005015689 2.371265e-02
## 8 0.0038688521 0.0144468467 0.0046086662 0.004189666 3.767999e-03
## 9 0.0017799189 0.0078872235 0.0028525831 0.003270557 5.397105e-03
## 10 0.0251707820 0.0237099683 0.0322875958 0.004156180 2.353511e-02
## 11 0.0028794476 0.0008058106 0.0005078441 0.005562486 7.965321e-05
## 12 0.0451075179 0.0060157216 0.0287482731 0.013447794 2.781725e-02
## 13 0.0102937100 0.0257337042 0.0081613053 0.009185125 7.234322e-03
## 14 0.0347435548 0.0077435102 0.0100176825 0.016299461 1.346634e-02
## 15 0.0164574792 0.0226606265 0.0166856766 0.023528320 3.120868e-02
## 16 0.0137784153 0.0349634475 0.0190039630 0.003949686 4.902395e-03
## 17 0.0009389781 0.0020680938 0.0265232123 0.032522131 8.916730e-03
## 18 0.0055376059 0.0197953117 0.0155755523 0.012839794 2.174217e-02
## 19 0.0034780839 0.0309944333 0.0094595173 0.008111490 1.888166e-02
## 20 0.0037994269 0.0367848004 0.0173827088 0.003434451 8.699730e-03
## 21 0.0146772136 0.0001243280 0.0096234716 0.010578671 1.604362e-02
## PC68.19 programN.20 PC1.20
## 1 0.0055024242 Psychological.Counseling 5.675797e-03
## 2 0.0059881318 Science.Education 1.849125e-04
## 3 0.0290887373 Instructional.Technology.and.Media 1.229961e-03
## 4 0.0102158371 Music 1.331327e-03
## 5 0.0012410059 Counseling.Psychology 1.232537e-02
## 6 0.0221388427 Developmental.Psychology 1.346231e-02
## 7 0.0237488777 Physical.Education 5.059954e-05
## 8 0.0248015410 Anthropology 7.248618e-03
## 9 0.0281049725 Higher.and.Postsecondary.Education 7.527071e-03
## 10 0.0017110830 Cognitive.Science 4.729092e-04
## 11 0.0113511622 School.Principals 3.192137e-02
## 12 0.0109481637 Psychology 2.043693e-02
## 13 0.0099774894 Sociology 2.158233e-02
## 14 0.0261225260 Kinesiology 9.196925e-03
## 15 0.0180189870 Creative.Technologies 6.303883e-03
## 16 0.0015280487 School.Psychology 1.415833e-02
## 17 0.0119576270 Movement.Science 1.334247e-02
## 18 0.0007237298 Intellectual.Disability.Autism 4.472437e-03
## 19 0.0070064984 Health.Education 8.928727e-03
## 20 0.0356690038 Arts.Administration 3.079837e-02
## 21 0.0121917775 Adult.Education 2.842413e-02
## PC2.20 PC3.20 PC4.20 PC5.20 PC6.20
## 1 0.030173588 0.0132593925 0.0271907105 2.309283e-02 0.0185385286
## 2 0.006356675 0.0161918004 0.0161678166 1.648164e-02 0.0569476990
## 3 0.001435074 0.0411508592 0.0139205598 5.302009e-03 0.0184542485
## 4 0.009494630 0.0221763981 0.0040015203 3.329525e-02 0.0005785762
## 5 0.029778751 0.0088381747 0.0129449950 2.828953e-02 0.0179568214
## 6 0.022812501 0.0003474403 0.0001572700 1.074489e-02 0.0006575599
## 7 0.029865684 0.0172981154 0.0069405861 5.902268e-05 0.0010439017
## 8 0.011392533 0.0050472881 0.0249333296 1.411478e-02 0.0207416050
## 9 0.011385278 0.0130459674 0.0046004348 3.082268e-02 0.0402722606
## 10 0.017468663 0.0481096185 0.0224692585 9.744760e-03 0.0120697447
## 11 0.005382745 0.0059569597 0.0014717177 7.939695e-03 0.0095744632
## 12 0.030001191 0.0276083755 0.0004348856 1.545134e-02 0.0010334181
## 13 0.024251895 0.0045334295 0.0278952166 2.804944e-03 0.0061365878
## 14 0.037890503 0.0098025730 0.0022344096 6.726859e-03 0.0100511161
## 15 0.009043693 0.0385378293 0.0179023826 4.379405e-03 0.0164805896
## 16 0.011341619 0.0090697886 0.0053335676 6.691396e-03 0.0365560870
## 17 0.022352574 0.0138144761 0.0083708817 2.063737e-03 0.0278264018
## 18 0.010828258 0.0125961775 0.0176122351 7.266336e-03 0.0125342622
## 19 0.034147806 0.0143069974 0.0188519367 5.280302e-03 0.0292497995
## 20 0.007006109 0.0247494405 0.0064167536 2.809094e-02 0.0099180873
## 21 0.013389713 0.0011753502 0.0094882961 2.001121e-02 0.0262821686
## PC7.20 PC8.20 PC9.20 PC10.20 PC11.20
## 1 0.001151043 0.0006924103 0.0179944007 0.0007766548 0.0227095128
## 2 0.009092715 0.0104372384 0.0276542924 0.0030678251 0.0126014369
## 3 0.015688278 0.0170612770 0.0008755746 0.0064278971 0.0397457706
## 4 0.039813611 0.0079498414 0.0232273438 0.0144477798 0.0244549155
## 5 0.022942736 0.0058531308 0.0137848373 0.0033630092 0.0148763008
## 6 0.001440343 0.0250115497 0.0318957775 0.0353662917 0.0191350389
## 7 0.010912656 0.0181621668 0.0210048843 0.0132190247 0.0027637630
## 8 0.025954417 0.0122898292 0.0252129140 0.0113607637 0.0001411341
## 9 0.018306981 0.0123599959 0.0251839626 0.0162809823 0.0088637080
## 10 0.007918463 0.0089828445 0.0093277723 0.0019688466 0.0324856926
## 11 0.023118124 0.0059212074 0.0372173602 0.0069371263 0.0034252138
## 12 0.009506050 0.0114231834 0.0230750198 0.0059241391 0.0106450592
## 13 0.011291739 0.0070614680 0.0012963323 0.0150742112 0.0262233891
## 14 0.005571745 0.0115191229 0.0037941049 0.0146540900 0.0109812550
## 15 0.015249997 0.0294834356 0.0105116641 0.0101118600 0.0151849878
## 16 0.011510206 0.0160879548 0.0319696333 0.0039291076 0.0041003550
## 17 0.003963575 0.0100037670 0.0101251418 0.0290958703 0.0117644984
## 18 0.003005590 0.0019796475 0.0114539169 0.0598322356 0.0115413494
## 19 0.006062952 0.0003695185 0.0245139057 0.0197771622 0.0122948945
## 20 0.005405654 0.0080879877 0.0155755259 0.0017274695 0.0087334005
## 21 0.020197883 0.0135619588 0.0013920563 0.0118614379 0.0058608203
## PC12.20 PC13.20 PC14.20 PC15.20 PC16.20
## 1 0.005072075 0.0051420483 2.445789e-02 0.0078050072 0.011878138
## 2 0.017141487 0.0266447829 2.423958e-02 0.0242909381 0.010020918
## 3 0.031527978 0.0266299592 2.496703e-03 0.0101799907 0.025128055
## 4 0.021981160 0.0185234630 1.191867e-02 0.0259238820 0.008021661
## 5 0.013181806 0.0017390673 3.268060e-03 0.0377580394 0.011238361
## 6 0.017596192 0.0241897580 2.288102e-04 0.0088213466 0.027479349
## 7 0.018258991 0.0120707436 1.022977e-02 0.0073438464 0.033150723
## 8 0.011995749 0.0211476083 3.210653e-03 0.0351065308 0.046731327
## 9 0.024975287 0.0073904401 6.721013e-03 0.0006386207 0.024005827
## 10 0.001500996 0.0005854564 3.172296e-03 0.0060985846 0.005252680
## 11 0.011983355 0.0005246415 8.410295e-03 0.0228167640 0.007366102
## 12 0.019921440 0.0272607544 1.367927e-02 0.0036906284 0.002127134
## 13 0.008732706 0.0003873450 2.056018e-02 0.0091526378 0.008549125
## 14 0.023919379 0.0134701839 3.432059e-02 0.0247863002 0.028416728
## 15 0.004083316 0.0175345238 8.110235e-05 0.0111792907 0.025003269
## 16 0.002958882 0.0018835188 3.465212e-02 0.0262572483 0.005438831
## 17 0.017848456 0.0281853960 6.807376e-03 0.0049308252 0.051505417
## 18 0.036536788 0.0295004717 1.754253e-02 0.0021303254 0.017804752
## 19 0.025755394 0.0306201751 2.122275e-02 0.0072622281 0.005321750
## 20 0.008750914 0.0006597047 3.852231e-03 0.0112515795 0.012968430
## 21 0.004401913 0.0027171270 1.919243e-02 0.0213545867 0.020422979
## PC17.20 PC18.20 PC19.20 PC20.20 PC21.20
## 1 0.017712204 0.0292384912 0.0198159657 0.013080943 0.04344132
## 2 0.010940090 0.0042956585 0.0114814416 0.010633742 0.04182486
## 3 0.001151369 0.0181802721 0.0036014507 0.005014762 0.04094280
## 4 0.015138437 0.0101918827 0.0165709135 0.021952516 0.03951267
## 5 0.010338284 0.0120111436 0.0088662990 0.016796180 0.03703116
## 6 0.046078191 0.0166098046 0.0027765216 0.004382109 0.03463755
## 7 0.036277808 0.0156848230 0.0147287412 0.036556839 0.03429721
## 8 0.011973868 0.0201153284 0.0025059395 0.007557299 0.03332408
## 9 0.007888218 0.0093953359 0.0296206063 0.022506086 0.03054487
## 10 0.025748136 0.0107360358 0.0291208804 0.006395776 0.02987895
## 11 0.001179714 0.0266198522 0.0079342186 0.012425224 0.02709745
## 12 0.018188247 0.0027595875 0.0003172883 0.016210052 0.02487007
## 13 0.007730911 0.0332793784 0.0387235928 0.003486161 0.02407173
## 14 0.006206887 0.0040876066 0.0139315273 0.002792422 0.02383471
## 15 0.015750499 0.0078265585 0.0276004636 0.025465545 0.02383190
## 16 0.035032076 0.0410151501 0.0018803761 0.019524309 0.02332587
## 17 0.012435917 0.0223233990 0.0095651534 0.023047859 0.02241588
## 18 0.007751222 0.0128130960 0.0264036125 0.037637801 0.02221974
## 19 0.021123601 0.0125916567 0.0112701422 0.009007826 0.02103018
## 20 0.003932161 0.0203053583 0.0106548427 0.032358351 0.02059760
## 21 0.010203194 0.0001088556 0.0210826317 0.018696905 0.02044595
## PC22.20 PC23.20 PC24.20 PC25.20 PC26.20
## 1 0.0022734514 0.0082321613 0.0044123689 0.0027872215 0.006663096
## 2 0.0066222614 0.0137294638 0.0159174934 0.0027037507 0.010945593
## 3 0.0140207537 0.0242349548 0.0142068212 0.0086044239 0.007032989
## 4 0.0198097724 0.0304758180 0.0093538918 0.0165904965 0.005118102
## 5 0.0250987048 0.0090361245 0.0207327968 0.0081208613 0.009696782
## 6 0.0218430388 0.0030625463 0.0003178231 0.0118226880 0.011333390
## 7 0.0079446947 0.0056264142 0.0097381422 0.0145093442 0.024080936
## 8 0.0124656428 0.0188872029 0.0151327532 0.0009102206 0.026996103
## 9 0.0142068481 0.0062735829 0.0063630024 0.0106783307 0.044790612
## 10 0.0125719028 0.0163724528 0.0226486866 0.0065363706 0.009058300
## 11 0.0156037082 0.0046287358 0.0008539759 0.0121269114 0.003731927
## 12 0.0001755179 0.0294770371 0.0238725407 0.0413422780 0.006961634
## 13 0.0233573982 0.0146476061 0.0371095575 0.0005793825 0.005853814
## 14 0.0006358971 0.0008849579 0.0051847978 0.0039431454 0.053921207
## 15 0.0115289516 0.0006137766 0.0009855782 0.0530934386 0.010075115
## 16 0.0249552189 0.0157821830 0.0140918768 0.0083716108 0.017807661
## 17 0.0265998613 0.0022159831 0.0246291856 0.0395338986 0.007545436
## 18 0.0286510754 0.0060574464 0.0031096402 0.0141948225 0.017184226
## 19 0.0095410886 0.0086409520 0.0082648374 0.0025007969 0.018053526
## 20 0.0013819940 0.0161133976 0.0239016203 0.0232217659 0.028508931
## 21 0.0207827210 0.0250260819 0.0008077446 0.0298119762 0.002738005
## PC27.20 PC28.20 PC29.20 PC30.20 PC31.20
## 1 0.014710568 0.0308812199 0.010377512 0.0001298397 0.008169168
## 2 0.009309978 0.0057851801 0.006132253 0.0049260975 0.007671265
## 3 0.006573566 0.0201420611 0.029238905 0.0201803444 0.011454586
## 4 0.006343802 0.0086232152 0.006823199 0.0089795277 0.005485493
## 5 0.008100478 0.0114107699 0.006135108 0.0024903267 0.054161838
## 6 0.012162201 0.0108023605 0.023517013 0.0020808158 0.003181255
## 7 0.028588230 0.0017089844 0.038714327 0.0025221817 0.027401376
## 8 0.033258648 0.0133339625 0.030818818 0.0044823495 0.037656445
## 9 0.002534821 0.0051737310 0.022239110 0.0151896259 0.025997518
## 10 0.033969504 0.0117121742 0.023250284 0.0104910231 0.028416820
## 11 0.034263125 0.0073784583 0.011564138 0.0163061451 0.004191767
## 12 0.009660661 0.0298099019 0.016298914 0.0144034104 0.004278443
## 13 0.011773129 0.0139280529 0.014414900 0.0350874878 0.006263718
## 14 0.029626664 0.0110468411 0.006890412 0.0060111648 0.010736963
## 15 0.027294153 0.0334229386 0.005321840 0.0192456939 0.020241797
## 16 0.006331016 0.0143919303 0.008000119 0.0217540643 0.023882759
## 17 0.006170652 0.0006502502 0.007945921 0.0047980546 0.018721575
## 18 0.007296346 0.0118451590 0.009398466 0.0090634788 0.027537548
## 19 0.011820683 0.0116804969 0.018643151 0.0077508257 0.009362498
## 20 0.004575269 0.0178182088 0.034270044 0.0161297440 0.015579713
## 21 0.011030234 0.0346366529 0.009180850 0.0396765815 0.008333490
## PC32.20 PC33.20 PC34.20 PC35.20 PC36.20
## 1 0.0184546139 0.0295608177 0.012364770 0.018798020 0.002855796
## 2 0.0184146416 0.0102129633 0.014836509 0.009083503 0.036984507
## 3 0.0028676726 0.0078546589 0.001746187 0.003523513 0.004219849
## 4 0.0129087503 0.0037075278 0.033242185 0.001567064 0.028213915
## 5 0.0167544069 0.0067040547 0.009948539 0.026016046 0.001913292
## 6 0.0078498621 0.0196472971 0.017382832 0.014696340 0.029624780
## 7 0.0120772967 0.0361447601 0.012751183 0.032732045 0.025934581
## 8 0.0214811413 0.0179679657 0.008651043 0.014940891 0.025192807
## 9 0.0002837276 0.0198939309 0.026455511 0.032195026 0.006607765
## 10 0.0034747865 0.0018882861 0.009935259 0.003505102 0.008819793
## 11 0.0222702856 0.0105086022 0.044342010 0.004610165 0.033948985
## 12 0.0118935751 0.0089021714 0.007621045 0.006059209 0.002277373
## 13 0.0070412983 0.0078761134 0.014505656 0.019847812 0.020685769
## 14 0.0250431566 0.0318090459 0.002419800 0.012114321 0.014210240
## 15 0.0150279708 0.0112140731 0.002708258 0.023695345 0.013194995
## 16 0.0172114354 0.0035637641 0.011769123 0.008310335 0.020877587
## 17 0.0017220402 0.0168366794 0.013186901 0.014779099 0.028092848
## 18 0.0047151030 0.0247158818 0.031140998 0.004184547 0.015669664
## 19 0.0064832838 0.0417843271 0.028605599 0.009338729 0.034246715
## 20 0.0014454672 0.0009011486 0.009168805 0.024454564 0.026771490
## 21 0.0097243273 0.0042953455 0.011510005 0.037944145 0.019721200
## PC37.20 PC38.20 PC39.20 PC40.20 PC41.20
## 1 2.867904e-02 0.019406810 0.004717609 8.846041e-05 3.456438e-02
## 2 1.827836e-02 0.006947710 0.002244413 5.327711e-03 1.154905e-02
## 3 2.001631e-02 0.003643394 0.001428094 1.820152e-02 4.867052e-02
## 4 2.568493e-02 0.015024316 0.011540339 1.881309e-02 8.162331e-05
## 5 9.117208e-04 0.018358323 0.001120532 1.763951e-02 5.428476e-03
## 6 2.066260e-02 0.014887879 0.020181803 1.957879e-02 8.043337e-03
## 7 3.147825e-05 0.007395560 0.001538547 2.423194e-02 3.123014e-04
## 8 4.994889e-03 0.009268270 0.007957447 1.432417e-02 1.496587e-02
## 9 5.811690e-04 0.002713510 0.023762725 6.807845e-03 2.964824e-02
## 10 6.811063e-03 0.024973398 0.011010357 7.382782e-03 7.596383e-03
## 11 7.963357e-03 0.061328798 0.019227369 1.045735e-03 3.749740e-02
## 12 1.140422e-02 0.021948453 0.022209433 1.453120e-02 1.659385e-02
## 13 4.349501e-02 0.007439036 0.019558830 2.239831e-02 8.467525e-03
## 14 4.344355e-03 0.019864362 0.016679163 1.734175e-02 2.946308e-02
## 15 1.271049e-02 0.025403862 0.027610956 1.491221e-02 6.551731e-03
## 16 2.643552e-02 0.042190943 0.026940850 3.354874e-02 1.469046e-02
## 17 5.949953e-03 0.010549189 0.021240260 3.696235e-02 2.313443e-03
## 18 3.276208e-02 0.025308741 0.010331172 2.441338e-02 1.098049e-02
## 19 1.004410e-02 0.002584070 0.010988323 9.693223e-03 1.664219e-03
## 20 1.028535e-02 0.043045569 0.011904503 6.646896e-03 1.045714e-02
## 21 4.944944e-02 0.009883776 0.016519471 1.254353e-02 5.176922e-03
## PC42.20 PC43.20 PC44.20 PC45.20 PC46.20
## 1 0.0183645191 0.0074915481 0.055101508 1.412321e-02 0.043293162
## 2 0.0008653008 0.0002670037 0.019911102 3.526177e-03 0.008104409
## 3 0.0153110504 0.0016051445 0.007452958 1.312694e-03 0.001676173
## 4 0.0034265889 0.0090591903 0.003960035 1.028271e-02 0.022720178
## 5 0.0124569393 0.0016612663 0.018544698 1.035752e-02 0.032467065
## 6 0.0001581613 0.0004143640 0.009358596 4.881017e-02 0.015695294
## 7 0.0046483661 0.0134418624 0.012341661 3.542201e-02 0.002421951
## 8 0.0049764289 0.0026355850 0.010084244 1.846531e-03 0.022026616
## 9 0.0100330149 0.0155265344 0.011940985 6.457963e-03 0.017285922
## 10 0.0159441600 0.0174258415 0.008043164 6.187667e-03 0.023450185
## 11 0.0103253088 0.0010543526 0.012724114 1.049230e-02 0.023839808
## 12 0.0053267933 0.0099671163 0.020192821 1.929822e-03 0.004117853
## 13 0.0329012285 0.0135742542 0.006483362 1.774777e-02 0.008612097
## 14 0.0197076965 0.0057604516 0.035309066 1.236639e-02 0.005400196
## 15 0.0280165217 0.0092972836 0.023504665 2.013796e-02 0.022286234
## 16 0.0056022036 0.0132129072 0.017285563 1.397104e-02 0.023144132
## 17 0.0127048526 0.0291890452 0.017318498 1.161915e-06 0.021883359
## 18 0.0068510931 0.0077302656 0.016679772 2.597762e-02 0.014454409
## 19 0.0053447019 0.0051152430 0.004704709 2.479715e-02 0.025504651
## 20 0.0032790427 0.0125225406 0.012428756 3.613163e-02 0.008812361
## 21 0.0128414968 0.0273872159 0.004782294 1.369644e-02 0.011028103
## PC47.20 PC48.20 PC49.20 PC50.20 PC51.20
## 1 6.908056e-03 1.198624e-02 0.007858785 0.0077718093 0.0007122451
## 2 3.084170e-02 4.281110e-04 0.008535380 0.0079758729 0.0160570954
## 3 1.161380e-02 5.653503e-03 0.048671768 0.0275296022 0.0225559026
## 4 1.493409e-02 2.508383e-03 0.027603506 0.0123742531 0.0049943191
## 5 3.999521e-03 6.027365e-03 0.001924934 0.0188253504 0.0081814114
## 6 1.669381e-02 2.338906e-02 0.030826123 0.0102615547 0.0239340125
## 7 3.000743e-05 5.979111e-03 0.003630809 0.0407831659 0.0153592575
## 8 1.947440e-03 1.100397e-02 0.004115277 0.0008671222 0.0095065472
## 9 1.347241e-02 1.725954e-02 0.001264596 0.0223537131 0.0074320911
## 10 2.483400e-02 1.234168e-02 0.018043596 0.0173358303 0.0118349531
## 11 9.653701e-03 1.579120e-02 0.035916739 0.0198680931 0.0010542637
## 12 7.365747e-03 1.011601e-02 0.019086387 0.0070881515 0.0027072325
## 13 2.341727e-02 1.477341e-02 0.005743079 0.0219280510 0.0142356650
## 14 1.281306e-02 4.135378e-03 0.025434165 0.0019009680 0.0062218989
## 15 8.961923e-03 1.081907e-02 0.023067268 0.0025410549 0.0068262164
## 16 1.577526e-02 2.516294e-03 0.001772171 0.0005050121 0.0023876970
## 17 8.104742e-03 8.913114e-03 0.010557901 0.0055357245 0.0199213591
## 18 2.437607e-02 1.084182e-02 0.013645142 0.0003401361 0.0028951549
## 19 2.599387e-02 2.408479e-03 0.005842586 0.0050285835 0.0141104814
## 20 1.629688e-02 8.809708e-05 0.040440421 0.0450641610 0.0017047447
## 21 1.484685e-02 4.276145e-04 0.005165856 0.0148577288 0.0257723443
## PC52.20 PC53.20 PC54.20 PC55.20 PC56.20
## 1 0.021253623 0.0162096397 0.0001327207 0.0018413514 0.0193079703
## 2 0.015072921 0.0230593285 0.0100413393 0.0333529136 0.0074359458
## 3 0.026505585 0.0067752280 0.0047643213 0.0120984899 0.0173847375
## 4 0.021026577 0.0218063432 0.0229360323 0.0016926755 0.0483129522
## 5 0.013774740 0.0245576490 0.0017917463 0.0210675244 0.0049683435
## 6 0.005630739 0.0023678486 0.0040966143 0.0234174752 0.0197683709
## 7 0.019407217 0.0042436624 0.0044914288 0.0045247583 0.0026896841
## 8 0.001165739 0.0210651750 0.0232125969 0.0260020882 0.0256390383
## 9 0.015030708 0.0073035634 0.0042939071 0.0346327047 0.0038938297
## 10 0.015759341 0.0212736010 0.0232615693 0.0206463817 0.0001945403
## 11 0.003602526 0.0067532476 0.0206846249 0.0229972681 0.0081600580
## 12 0.003781265 0.0012413394 0.0117976569 0.0125689956 0.0145767767
## 13 0.006706854 0.0043644760 0.0079230424 0.0016213797 0.0178425836
## 14 0.017400543 0.0003121021 0.0008153605 0.0002492435 0.0013329334
## 15 0.027658524 0.0026353835 0.0026470887 0.0168570773 0.0009952676
## 16 0.000584539 0.0294181547 0.0102268671 0.0117759579 0.0337877077
## 17 0.009049887 0.0120932326 0.0117237385 0.0019360316 0.0031441580
## 18 0.006215324 0.0089149065 0.0007387733 0.0192628629 0.0002334902
## 19 0.007149243 0.0356010823 0.0356283377 0.0108775144 0.0106730363
## 20 0.002983082 0.0033514398 0.0153960358 0.0019092258 0.0220527414
## 21 0.010937998 0.0010831601 0.0153962332 0.0134792462 0.0058437591
## PC57.20 PC58.20 PC59.20 PC60.20 PC61.20
## 1 0.0249291572 0.0001651332 0.0240504419 0.0024020792 0.029062510
## 2 0.0658387454 0.0031831509 0.0289052483 0.0051749983 0.007799949
## 3 0.0089305646 0.0094859202 0.0179912196 0.0008404033 0.018026204
## 4 0.0101841356 0.0078136921 0.0021907568 0.0009684508 0.029856896
## 5 0.0001933771 0.0046913547 0.0446585875 0.0151329808 0.011348932
## 6 0.0205936246 0.0108039513 0.0058408764 0.0200524530 0.017076143
## 7 0.0193643083 0.0014099180 0.0022746844 0.0344295010 0.010569958
## 8 0.0159043148 0.0095231596 0.0232531093 0.0157467721 0.008771105
## 9 0.0060888693 0.0330127589 0.0146032574 0.0035787723 0.037862701
## 10 0.0299042747 0.0131431079 0.0414309789 0.0272649443 0.023387615
## 11 0.0154399341 0.0257238149 0.0032378700 0.0172457701 0.005899460
## 12 0.0233353058 0.0436314943 0.0047447292 0.0121932220 0.039390116
## 13 0.0363386915 0.0275029508 0.0036902351 0.0059780048 0.015124400
## 14 0.0024059648 0.0205310620 0.0126578077 0.0304951417 0.010446085
## 15 0.0028220103 0.0055128938 0.0008688294 0.0223367110 0.001179959
## 16 0.0002138958 0.0055600502 0.0180751076 0.0082155131 0.021196265
## 17 0.0104315489 0.0053606678 0.0107233646 0.0112861807 0.005941724
## 18 0.0077719619 0.0120318199 0.0370319347 0.0154130219 0.015238303
## 19 0.0015997096 0.0075136757 0.0155025141 0.0527958195 0.002828014
## 20 0.0189498703 0.0057354535 0.0177952340 0.0109030140 0.007424051
## 21 0.0348968597 0.0081864685 0.0082769177 0.0149502251 0.002828793
## PC62.20 PC63.20 PC64.20 PC65.20 PC66.20
## 1 2.209401e-03 0.007052124 0.0007189327 0.020260927 0.002539966
## 2 1.779020e-02 0.012204365 0.0050042082 0.010440618 0.013922677
## 3 3.191429e-03 0.039078854 0.0032544612 0.007812256 0.022745494
## 4 5.964385e-03 0.013778415 0.0349634475 0.019003963 0.003949686
## 5 1.915041e-04 0.031977539 0.0016717793 0.021461798 0.002179003
## 6 1.404796e-02 0.004005805 0.0067793347 0.017664369 0.025584274
## 7 9.894929e-03 0.011722052 0.0112856605 0.004912056 0.010866110
## 8 2.148573e-02 0.017334277 0.0081639542 0.007822644 0.033123151
## 9 5.669022e-04 0.010293710 0.0257337042 0.008161305 0.009185125
## 10 1.506825e-02 0.007320984 0.0112315049 0.020280848 0.023902768
## 11 3.462131e-03 0.002854494 0.0119159451 0.002351855 0.013604002
## 12 1.758764e-02 0.019908384 0.0197979805 0.011752855 0.017684054
## 13 1.690232e-03 0.010342404 0.0075662393 0.017013066 0.007969247
## 14 1.434160e-03 0.052164793 0.0157589581 0.012874701 0.020570655
## 15 6.944575e-03 0.025170782 0.0237099683 0.032287596 0.004156180
## 16 6.059957e-06 0.005537606 0.0197953117 0.015575552 0.012839794
## 17 2.343193e-02 0.045107518 0.0060157216 0.028748273 0.013447794
## 18 1.776785e-02 0.017580770 0.0072883655 0.010291958 0.008172666
## 19 2.505668e-02 0.015687418 0.0149730563 0.010184212 0.023423474
## 20 1.287913e-02 0.021296507 0.0043032116 0.025370498 0.005015689
## 21 8.522109e-03 0.003799427 0.0367848004 0.017382709 0.003434451
## PC67.20 PC68.20 programN.21 PC1.21
## 1 0.004856063 0.0037756628 Economics.and.Education 0.0335918287
## 2 0.006728917 0.0177623083 Motor.Learning.and.Control 0.0103610148
## 3 0.005151163 0.0075599921 Politics 0.0310892184
## 4 0.004902395 0.0015280487 Private.School.Leadership 0.0295910671
## 5 0.022118439 0.0416938066 Intellectual.Disability.Autism 0.0044724366
## 6 0.009485408 0.0062622921 Nutrition 0.0130965562
## 7 0.016552708 0.0102158371 Social.Organizational.Psychology 0.0318410169
## 8 0.012292413 0.0122383227 Mathematics 0.0047741638
## 9 0.007234322 0.0099774894 Movement.Science 0.0133424668
## 10 0.020705462 0.0299029717 Deaf.and.Hard.of.Hearing 0.0004832062
## 11 0.008621536 0.0140855684 Dance.Education 0.0030618612
## 12 0.058267886 0.0142583315 Counseling.Psychology 0.0123253710
## 13 0.017648376 0.0377772817 School.Psychology 0.0141583324
## 14 0.020871651 0.0024669852 History 0.0266635454
## 15 0.023535112 0.0017110830 Sociology 0.0215823333
## 16 0.021742169 0.0007237298 Teaching.English 0.0144826950
## 17 0.027817251 0.0109481637 Developmental.Psychology 0.0134623097
## 18 0.006690235 0.0290887373 Adult.Education 0.0284241315
## 19 0.007941836 0.0196420568 Curriculum.and.Teaching 0.0063964291
## 20 0.023712651 0.0237488777 Art.Education 0.0155564979
## 21 0.008699730 0.0356690038 Music 0.0013313270
## PC2.21 PC3.21 PC4.21 PC5.21 PC6.21
## 1 0.008906657 0.0028566709 0.019199586 0.018205005 0.0019850768
## 2 0.007760468 0.0277887185 0.012990798 0.017326761 0.0177154862
## 3 0.016924948 0.0029590339 0.023970624 0.007268134 0.0004427211
## 4 0.009104437 0.0041877010 0.003549790 0.030995370 0.0267911433
## 5 0.010828258 0.0125961775 0.017612235 0.007266336 0.0125342622
## 6 0.017259920 0.0168468987 0.002510452 0.003856389 0.0235834428
## 7 0.008441504 0.0116379852 0.001791635 0.009742845 0.0136477547
## 8 0.001823151 0.0463887703 0.008716536 0.018786976 0.0074538327
## 9 0.022352574 0.0138144761 0.008370882 0.002063737 0.0278264018
## 10 0.030295644 0.0003625311 0.033272279 0.008320232 0.0176110527
## 11 0.002731713 0.0235640740 0.013916617 0.029933153 0.0161084934
## 12 0.029778751 0.0088381747 0.012944995 0.028289532 0.0179568214
## 13 0.011341619 0.0090697886 0.005333568 0.006691396 0.0365560870
## 14 0.002442781 0.0015556889 0.002129030 0.053094195 0.0056032077
## 15 0.024251895 0.0045334295 0.027895217 0.002804944 0.0061365878
## 16 0.010533581 0.0010454784 0.046509906 0.001559886 0.0093156213
## 17 0.022812501 0.0003474403 0.000157270 0.010744894 0.0006575599
## 18 0.013389713 0.0011753502 0.009488296 0.020011212 0.0262821686
## 19 0.020275903 0.0124009592 0.021089345 0.002122926 0.0169547295
## 20 0.002048307 0.0089310749 0.002073455 0.022933112 0.0089905332
## 21 0.009494630 0.0221763981 0.004001520 0.033295249 0.0005785762
## PC7.21 PC8.21 PC9.21 PC10.21 PC11.21
## 1 0.0078716548 0.0097133290 0.017746346 0.0159588397 0.0104475007
## 2 0.0009343611 0.0287982992 0.003362259 0.0048056787 0.0254000367
## 3 0.0068301255 0.0207581111 0.009224028 0.0224597790 0.0076984392
## 4 0.0103694505 0.0083654759 0.004407586 0.0018129601 0.0009176543
## 5 0.0030055899 0.0019796475 0.011453917 0.0598322356 0.0115413494
## 6 0.0010329779 0.0009109188 0.045414953 0.0028813655 0.0395301337
## 7 0.0032897977 0.0243186267 0.021943755 0.0132336368 0.0333162842
## 8 0.0116994760 0.0227874887 0.005242621 0.0266623343 0.0073517062
## 9 0.0039635750 0.0100037670 0.010125142 0.0290958703 0.0117644984
## 10 0.0294805533 0.0111934079 0.017047241 0.0148158096 0.0154384187
## 11 0.0474102038 0.0171934839 0.002415794 0.0234615127 0.0154751033
## 12 0.0229427356 0.0058531308 0.013784837 0.0033630092 0.0148763008
## 13 0.0115102064 0.0160879548 0.031969633 0.0039291076 0.0041003550
## 14 0.0024226234 0.0158731531 0.001431406 0.0028922222 0.0052773453
## 15 0.0112917391 0.0070614680 0.001296332 0.0150742112 0.0262233891
## 16 0.0086087748 0.0171062957 0.008709267 0.0001295534 0.0066786365
## 17 0.0014403425 0.0250115497 0.031895777 0.0353662917 0.0191350389
## 18 0.0201978831 0.0135619588 0.001392056 0.0118614379 0.0058608203
## 19 0.0030758181 0.0112353671 0.044147375 0.0024636900 0.0271519370
## 20 0.0244124229 0.0067335669 0.001048565 0.0354939210 0.0342816576
## 21 0.0398136107 0.0079498414 0.023227344 0.0144477798 0.0244549155
## PC12.21 PC13.21 PC14.21 PC15.21 PC16.21
## 1 0.0092146767 0.005952255 0.0316639596 0.0001306213 0.004179001
## 2 0.0488947193 0.001943297 0.0079584375 0.0164694612 0.003954822
## 3 0.0046918736 0.004123304 0.0141025964 0.0100466174 0.020743826
## 4 0.0092987109 0.006793081 0.0341636252 0.0095813212 0.005696281
## 5 0.0365367885 0.029500472 0.0175425270 0.0021303254 0.017804752
## 6 0.0195839091 0.025353147 0.0080098225 0.0134819521 0.005945587
## 7 0.0272401083 0.018352173 0.0152088065 0.0158927740 0.018681853
## 8 0.0002360754 0.012818297 0.0397456821 0.0241197802 0.020222250
## 9 0.0178484564 0.028185396 0.0068073758 0.0049308252 0.051505417
## 10 0.0179482131 0.028144542 0.0051460533 0.0250297453 0.025337306
## 11 0.0139253809 0.022716362 0.0035267745 0.0012952068 0.001816857
## 12 0.0131818062 0.001739067 0.0032680598 0.0377580394 0.011238361
## 13 0.0029588824 0.001883519 0.0346521165 0.0262572483 0.005438831
## 14 0.0166711748 0.001314698 0.0225753122 0.0144500273 0.007566383
## 15 0.0087327063 0.000387345 0.0205601763 0.0091526378 0.008549125
## 16 0.0288289354 0.010314168 0.0108328388 0.0152688829 0.012637434
## 17 0.0175961919 0.024189758 0.0002288102 0.0088213466 0.027479349
## 18 0.0044019126 0.002717127 0.0191924286 0.0213545867 0.020422979
## 19 0.0057308252 0.015185678 0.0097664484 0.0484631208 0.027299040
## 20 0.0240988723 0.031773441 0.0082763818 0.0147341776 0.042387978
## 21 0.0219811602 0.018523463 0.0119186711 0.0259238820 0.008021661
## PC17.21 PC18.21 PC19.21 PC20.21 PC21.21
## 1 0.027865203 0.0133150303 0.005162463 0.013509464 0.0142961062
## 2 0.008673031 0.0014022432 0.016143041 0.004918364 0.0135797185
## 3 0.016599494 0.0008684669 0.012028860 0.009796412 0.0137070601
## 4 0.005277184 0.0307545765 0.005755969 0.013616821 0.0024203886
## 5 0.007751222 0.0128130960 0.026403612 0.037637801 0.0222197439
## 6 0.019876589 0.0047318980 0.004573153 0.006173864 0.0056299816
## 7 0.001557937 0.0133839943 0.012185373 0.002579359 0.0008305934
## 8 0.004675491 0.0001654039 0.001707040 0.037763175 0.0047122443
## 9 0.012435917 0.0223233990 0.009565153 0.023047859 0.0224158755
## 10 0.014466611 0.0215054840 0.012970412 0.009701404 0.0028733298
## 11 0.037507048 0.0167054934 0.019291414 0.024974276 0.0040991257
## 12 0.010338284 0.0120111436 0.008866299 0.016796180 0.0370311571
## 13 0.035032076 0.0410151501 0.001880376 0.019524309 0.0233258709
## 14 0.008631473 0.0152790336 0.011884667 0.004470544 0.0121759984
## 15 0.007730911 0.0332793784 0.038723593 0.003486161 0.0240717349
## 16 0.025368963 0.0381389304 0.020365340 0.012719123 0.0089258554
## 17 0.046078191 0.0166098046 0.002776522 0.004382109 0.0346375529
## 18 0.010203194 0.0001088556 0.021082632 0.018696905 0.0204459493
## 19 0.018711407 0.0059827228 0.029691707 0.016885039 0.0028654487
## 20 0.009908243 0.0104051803 0.008058136 0.008551660 0.0032436272
## 21 0.015138437 0.0101918827 0.016570914 0.021952516 0.0395126697
## PC22.21 PC23.21 PC24.21 PC25.21 PC26.21
## 1 0.04063049 7.084295e-03 0.0185943544 0.0108446146 0.005448896
## 2 0.03807634 2.263967e-02 0.0076574352 0.0406986876 0.012431671
## 3 0.03703428 3.322919e-02 0.0092151373 0.0293152820 0.002205597
## 4 0.03360231 1.343530e-03 0.0375909646 0.0009519840 0.017374584
## 5 0.02865108 6.057446e-03 0.0031096402 0.0141948225 0.017184226
## 6 0.02798775 8.317954e-03 0.0115328840 0.0056323336 0.026133338
## 7 0.02697203 1.598343e-02 0.0205031336 0.0015980783 0.027656492
## 8 0.02684111 9.816194e-03 0.0059739319 0.0186116710 0.025822425
## 9 0.02659986 2.215983e-03 0.0246291856 0.0395338986 0.007545436
## 10 0.02589022 3.105452e-05 0.0284392617 0.0051393806 0.008970794
## 11 0.02585775 1.809562e-02 0.0068183260 0.0034363369 0.016879997
## 12 0.02509870 9.036125e-03 0.0207327968 0.0081208613 0.009696782
## 13 0.02495522 1.578218e-02 0.0140918768 0.0083716108 0.017807661
## 14 0.02455372 1.211472e-02 0.0094417861 0.0052949583 0.002012743
## 15 0.02335740 1.464761e-02 0.0371095575 0.0005793825 0.005853814
## 16 0.02241005 2.208645e-02 0.0111435918 0.0170305855 0.013441267
## 17 0.02184304 3.062546e-03 0.0003178231 0.0118226880 0.011333390
## 18 0.02078272 2.502608e-02 0.0008077446 0.0298119762 0.002738005
## 19 0.02074731 1.152939e-02 0.0248510128 0.0168177139 0.006701263
## 20 0.01992191 6.313250e-03 0.0152701300 0.0034042358 0.031324719
## 21 0.01980977 3.047582e-02 0.0093538918 0.0165904965 0.005118102
## PC27.21 PC28.21 PC29.21 PC30.21 PC31.21
## 1 0.018845067 0.0076901521 0.014301659 0.005576674 0.008902280
## 2 0.011483059 0.0364823634 0.010744052 0.005963509 0.002653920
## 3 0.016776723 0.0037381892 0.018598888 0.001219636 0.027985270
## 4 0.022091746 0.0009106448 0.006329049 0.026291000 0.003132633
## 5 0.007296346 0.0118451590 0.009398466 0.009063479 0.027537548
## 6 0.024874627 0.0065751489 0.057890936 0.005577981 0.029615790
## 7 0.015701324 0.0147401607 0.014448230 0.005287862 0.019011726
## 8 0.004136018 0.0003579466 0.032402692 0.001930179 0.010390315
## 9 0.006170652 0.0006502502 0.007945921 0.004798055 0.018721575
## 10 0.005579866 0.0120209438 0.019050512 0.027274032 0.016114617
## 11 0.007594187 0.0065093773 0.003071156 0.010824531 0.005945130
## 12 0.008100478 0.0114107699 0.006135108 0.002490327 0.054161838
## 13 0.006331016 0.0143919303 0.008000119 0.021754064 0.023882759
## 14 0.013727667 0.0255845394 0.011050407 0.048402872 0.017759978
## 15 0.011773129 0.0139280529 0.014414900 0.035087488 0.006263718
## 16 0.028583655 0.0224131810 0.015183814 0.039467916 0.018539128
## 17 0.012162201 0.0108023605 0.023517013 0.002080816 0.003181255
## 18 0.011030234 0.0346366529 0.009180850 0.039676581 0.008333490
## 19 0.003219144 0.0226700029 0.013510914 0.004357482 0.005976028
## 20 0.003351852 0.0108956346 0.010482390 0.042617037 0.034447106
## 21 0.006343802 0.0086232152 0.006823199 0.008979528 0.005485493
## PC32.21 PC33.21 PC34.21 PC35.21 PC36.21
## 1 0.0384869011 0.0295180523 0.011544875 0.008139444 0.008770795
## 2 0.0416127144 0.0155586613 0.003838741 0.013510519 0.007177720
## 3 0.0420744340 0.0028707683 0.010400379 0.013347305 0.017387287
## 4 0.0247618602 0.0039000671 0.027041277 0.012369938 0.016596176
## 5 0.0047151030 0.0247158818 0.031140998 0.004184547 0.015669664
## 6 0.0002693448 0.0026487843 0.013277942 0.022576989 0.011282868
## 7 0.0196204973 0.0170805627 0.025863755 0.014100095 0.014276722
## 8 0.0189195769 0.0089904297 0.008740235 0.010714334 0.002502554
## 9 0.0017220402 0.0168366794 0.013186901 0.014779099 0.028092848
## 10 0.0024506250 0.0078392791 0.003612524 0.009234157 0.009797892
## 11 0.0146436133 0.0189418102 0.008138584 0.028795076 0.004565738
## 12 0.0167544069 0.0067040547 0.009948539 0.026016046 0.001913292
## 13 0.0172114354 0.0035637641 0.011769123 0.008310335 0.020877587
## 14 0.0145140855 0.0042574736 0.023032299 0.004228707 0.013919346
## 15 0.0070412983 0.0078761134 0.014505656 0.019847812 0.020685769
## 16 0.0267766508 0.0002151087 0.036228003 0.007856700 0.012160347
## 17 0.0078498621 0.0196472971 0.017382832 0.014696340 0.029624780
## 18 0.0097243273 0.0042953455 0.011510005 0.037944145 0.019721200
## 19 0.0099387450 0.0242688886 0.007903039 0.001158178 0.002187526
## 20 0.0249055008 0.0074911357 0.010801554 0.002504887 0.024866510
## 21 0.0129087503 0.0037075278 0.033242185 0.001567064 0.028213915
## PC37.21 PC38.21 PC39.21 PC40.21 PC41.21
## 1 0.0362312798 0.007465190 2.348729e-03 0.0108861578 1.407954e-02
## 2 0.0079565512 0.006085835 1.514194e-02 0.0244244278 1.884292e-02
## 3 0.0015719128 0.014884835 2.821064e-02 0.0254883104 8.059540e-03
## 4 0.0091173282 0.007285253 1.032338e-02 0.0213056336 1.723829e-03
## 5 0.0327620841 0.025308741 1.033117e-02 0.0244133763 1.098049e-02
## 6 0.0001471242 0.005862358 1.746571e-02 0.0227976437 2.937106e-02
## 7 0.0072666921 0.014308223 3.088293e-03 0.0005811366 1.472616e-02
## 8 0.0042662312 0.023206111 6.482205e-04 0.0116785958 2.736056e-02
## 9 0.0059499535 0.010549189 2.124026e-02 0.0369623465 2.313443e-03
## 10 0.0009912673 0.005899784 9.535468e-03 0.0247832667 7.506388e-03
## 11 0.0074141025 0.002471392 1.525229e-02 0.0167832010 3.079813e-03
## 12 0.0009117208 0.018358323 1.120532e-03 0.0176395119 5.428476e-03
## 13 0.0264355233 0.042190943 2.694085e-02 0.0335487365 1.469046e-02
## 14 0.0060609155 0.021004263 6.512379e-06 0.0055940676 1.247736e-02
## 15 0.0434950131 0.007439036 1.955883e-02 0.0223983143 8.467525e-03
## 16 0.0072000055 0.005457971 1.510443e-02 0.0018283164 1.080415e-02
## 17 0.0206626050 0.014887879 2.018180e-02 0.0195787940 8.043337e-03
## 18 0.0494494400 0.009883776 1.651947e-02 0.0125435307 5.176922e-03
## 19 0.0021328520 0.017632292 3.426540e-02 0.0126524986 8.513003e-03
## 20 0.0079641889 0.015840697 5.401391e-03 0.0478201822 2.879770e-02
## 21 0.0256849278 0.015024316 1.154034e-02 0.0188130868 8.162331e-05
## PC42.21 PC43.21 PC44.21 PC45.21 PC46.21
## 1 0.0247957245 0.012356058 0.0327768402 9.293799e-03 2.039522e-02
## 2 0.0151085810 0.018589551 0.0271785172 4.424083e-03 2.149725e-02
## 3 0.0203633106 0.006375211 0.0012015240 1.221618e-02 1.522957e-02
## 4 0.0403064144 0.036568891 0.0098255164 5.306105e-03 1.915336e-02
## 5 0.0068510931 0.007730266 0.0166797718 2.597762e-02 1.445441e-02
## 6 0.0080766268 0.008436541 0.0013950552 1.118995e-03 7.033337e-05
## 7 0.0044521728 0.022892589 0.0261319584 2.314971e-02 2.135217e-02
## 8 0.0068112101 0.000795879 0.0004903914 4.736047e-04 1.786810e-03
## 9 0.0127048526 0.029189045 0.0173184981 1.161915e-06 2.188336e-02
## 10 0.0064055674 0.014848294 0.0038236898 2.557102e-02 1.543895e-02
## 11 0.0309669190 0.015924592 0.0163349267 4.130735e-02 1.012693e-02
## 12 0.0124569393 0.001661266 0.0185446976 1.035752e-02 3.246706e-02
## 13 0.0056022036 0.013212907 0.0172855631 1.397104e-02 2.314413e-02
## 14 0.0090942510 0.003859800 0.0224522737 3.039867e-02 1.445152e-02
## 15 0.0329012285 0.013574254 0.0064833617 1.774777e-02 8.612097e-03
## 16 0.0010240083 0.009068592 0.0122228240 1.821667e-02 2.611395e-02
## 17 0.0001581613 0.000414364 0.0093585961 4.881017e-02 1.569529e-02
## 18 0.0128414968 0.027387216 0.0047822940 1.369644e-02 1.102810e-02
## 19 0.0129162100 0.010799224 0.0039900158 7.330942e-03 2.109297e-03
## 20 0.0263559006 0.005219606 0.0101290310 2.706038e-02 2.323178e-02
## 21 0.0034265889 0.009059190 0.0039600349 1.028271e-02 2.272018e-02
## PC47.21 PC48.21 PC49.21 PC50.21 PC51.21
## 1 0.0306444140 0.0065670447 0.012669433 0.0067770310 0.0189293903
## 2 0.0210493396 0.0390563310 0.007531165 0.0236754328 0.0154326407
## 3 0.0040677660 0.0214152455 0.008644322 0.0009013305 0.0213108368
## 4 0.0144368687 0.0227566660 0.015081237 0.0012942469 0.0143063583
## 5 0.0243760704 0.0108418166 0.013645142 0.0003401361 0.0028951549
## 6 0.0054505524 0.0227008622 0.006134355 0.0248583148 0.0174147560
## 7 0.0004494576 0.0127161112 0.019931017 0.0288598698 0.0117085853
## 8 0.0212188283 0.0169643900 0.019034109 0.0278684969 0.0285095830
## 9 0.0081047417 0.0089131138 0.010557901 0.0055357245 0.0199213591
## 10 0.0115170022 0.0323712131 0.030152235 0.0065554849 0.0161787174
## 11 0.0164302227 0.0192723332 0.014679402 0.0014358939 0.0284263899
## 12 0.0039995210 0.0060273655 0.001924934 0.0188253504 0.0081814114
## 13 0.0157752637 0.0025162943 0.001772171 0.0005050121 0.0023876970
## 14 0.0233502572 0.0041044850 0.001196755 0.0170451125 0.0465006563
## 15 0.0234172702 0.0147734090 0.005743079 0.0219280510 0.0142356650
## 16 0.0105872301 0.0056689424 0.044523392 0.0329795439 0.0059094333
## 17 0.0166938051 0.0233890647 0.030826123 0.0102615547 0.0239340125
## 18 0.0148468496 0.0004276145 0.005165856 0.0148577288 0.0257723443
## 19 0.0064423215 0.0005942735 0.030270919 0.0155641485 0.0188651661
## 20 0.0209236556 0.0163215330 0.011960728 0.0203909090 0.0003602512
## 21 0.0149340891 0.0025083826 0.027603506 0.0123742531 0.0049943191
## PC52.21 PC53.21 PC54.21 PC55.21 PC56.21
## 1 0.012817131 0.0112425240 0.0129525274 0.008771557 0.0009341546
## 2 0.024887811 0.0073984141 0.0111963175 0.006730523 0.0091918884
## 3 0.026298120 0.0350156343 0.0164705989 0.023857017 0.0080749649
## 4 0.004316882 0.0178186376 0.0018797221 0.020941072 0.0125424399
## 5 0.006215324 0.0089149065 0.0007387733 0.019262863 0.0002334902
## 6 0.003283311 0.0161508867 0.0250851364 0.004433964 0.0187162825
## 7 0.023421432 0.0215750735 0.0161880548 0.008527378 0.0168627412
## 8 0.018949358 0.0239896580 0.0229405306 0.019956413 0.0014114125
## 9 0.009049887 0.0120932326 0.0117237385 0.001936032 0.0031441580
## 10 0.019927127 0.0249062437 0.0505674779 0.013703990 0.0069350531
## 11 0.029473732 0.0247756465 0.0504591551 0.029685995 0.0003145702
## 12 0.013774740 0.0245576490 0.0017917463 0.021067524 0.0049683435
## 13 0.000584539 0.0294181547 0.0102268671 0.011775958 0.0337877077
## 14 0.001842569 0.0334005615 0.0222085762 0.015060979 0.0266252000
## 15 0.006706854 0.0043644760 0.0079230424 0.001621380 0.0178425836
## 16 0.011698836 0.0014647653 0.0149514301 0.026834064 0.0015088859
## 17 0.005630739 0.0023678486 0.0040966143 0.023417475 0.0197683709
## 18 0.010937998 0.0010831601 0.0153962332 0.013479246 0.0058437591
## 19 0.011721599 0.0084164123 0.0300685024 0.011885115 0.0415885848
## 20 0.007965090 0.0003402151 0.0076261223 0.008966829 0.0140110813
## 21 0.021026577 0.0218063432 0.0229360323 0.001692675 0.0483129522
## PC57.21 PC58.21 PC59.21 PC60.21 PC61.21
## 1 0.0110941329 0.0410441146 0.022543249 0.0174576818 0.0333399449
## 2 0.0135779051 0.0152486166 0.003651091 0.0218361221 0.0117795543
## 3 0.0183184898 0.0116716019 0.004911265 0.0136558565 0.0288153660
## 4 0.0097112722 0.0167199056 0.009112724 0.0060728563 0.0128142476
## 5 0.0077719619 0.0120318199 0.037031935 0.0154130219 0.0152383027
## 6 0.0087558228 0.0163066446 0.016133556 0.0411753410 0.0001218313
## 7 0.0152541505 0.0143262533 0.021239601 0.0250836070 0.0276943342
## 8 0.0345738076 0.0005703724 0.001808387 0.0071341350 0.0287538718
## 9 0.0104315489 0.0053606678 0.010723365 0.0112861807 0.0059417241
## 10 0.0241513644 0.0023957447 0.016333890 0.0181725314 0.0031759442
## 11 0.0063706863 0.0084707774 0.009239827 0.0163669890 0.0067881657
## 12 0.0001933771 0.0046913547 0.044658588 0.0151329808 0.0113489320
## 13 0.0002138958 0.0055600502 0.018075108 0.0082155131 0.0211962649
## 14 0.0216577643 0.0094062669 0.006408813 0.0035529432 0.0265464184
## 15 0.0363386915 0.0275029508 0.003690235 0.0059780048 0.0151243999
## 16 0.0277757771 0.0078703641 0.001446175 0.0207702826 0.0230941586
## 17 0.0205936246 0.0108039513 0.005840876 0.0200524530 0.0170761427
## 18 0.0348968597 0.0081864685 0.008276918 0.0149502251 0.0028287931
## 19 0.0054253755 0.0192126686 0.015581909 0.0086626760 0.0174207142
## 20 0.0027969516 0.0117947049 0.003531238 0.0054182727 0.0018429547
## 21 0.0101841356 0.0078136921 0.002190757 0.0009684508 0.0298568958
## PC62.21 PC63.21 PC64.21 PC65.21 PC66.21
## 1 3.017350e-02 0.014945924 0.0053521695 0.0229984761 0.005718274
## 2 1.426876e-02 0.002854571 0.0211573070 0.0110303834 0.003632873
## 3 3.732392e-02 0.004176477 0.0079865294 0.0129645629 0.023997626
## 4 6.510743e-02 0.001195416 0.0034060351 0.0080640424 0.007152437
## 5 1.776785e-02 0.017580770 0.0072883655 0.0102919578 0.008172666
## 6 1.265646e-02 0.018837528 0.0258825479 0.0066527717 0.006601839
## 7 3.650433e-02 0.011262627 0.0106814335 0.0152223905 0.005009302
## 8 2.258192e-03 0.006231804 0.0229996852 0.0044846118 0.049476845
## 9 2.343193e-02 0.045107518 0.0060157216 0.0287482731 0.013447794
## 10 5.390460e-03 0.020334733 0.0222059945 0.0357475447 0.020345896
## 11 1.830521e-02 0.002879448 0.0008058106 0.0005078441 0.005562486
## 12 1.915041e-04 0.031977539 0.0016717793 0.0214617975 0.002179003
## 13 6.059957e-06 0.005537606 0.0197953117 0.0155755523 0.012839794
## 14 2.305947e-02 0.020584123 0.0079861148 0.0201398942 0.022269664
## 15 1.690232e-03 0.010342404 0.0075662393 0.0170130658 0.007969247
## 16 6.165117e-03 0.016431445 0.0019784486 0.0074785981 0.013902288
## 17 1.404796e-02 0.004005805 0.0067793347 0.0176643694 0.025584274
## 18 8.522109e-03 0.003799427 0.0367848004 0.0173827088 0.003434451
## 19 3.912263e-04 0.010769324 0.0263275157 0.0419232676 0.016629126
## 20 1.288904e-02 0.025757440 0.0165285383 0.0083052043 0.013816156
## 21 5.964385e-03 0.013778415 0.0349634475 0.0190039630 0.003949686
## PC67.21 PC68.21 programN.22
## 1 1.442347e-02 0.0194302042 Literacy
## 2 9.627359e-03 0.0027170047 Bilingual.Bicultural.Education
## 3 4.366769e-03 0.0302318253 Politics
## 4 9.976382e-03 0.0225654471 Communication.Media.and.Learning.Technologies
## 5 6.690235e-03 0.0290887373 Music
## 6 1.360762e-02 0.0115046748 Psychology
## 7 3.840213e-02 0.0192793011 Learning.Analytics
## 8 1.479443e-02 0.0059881318 Early.Childhood.Education
## 9 2.781725e-02 0.0109481637 Leadership
## 10 8.762385e-03 0.0126924120 College.Advising
## 11 7.965321e-05 0.0113511622 Philosophy
## 12 2.211844e-02 0.0416938066 Diabetes.Education
## 13 2.174217e-02 0.0007237298 Education.Leadership
## 14 3.018827e-02 0.0013267173 Adult.Education
## 15 1.764838e-02 0.0377772817 Design.and.Development.of.Digital.Games
## 16 2.545210e-03 0.0168560548 Instructional.Technology.and.Media
## 17 9.485408e-03 0.0062622921 Inclusive.Education
## 18 8.699730e-03 0.0356690038 Motor.Learning.and.Control
## 19 3.882247e-03 0.0056948558 Teaching.English
## 20 3.404221e-03 0.0023676781 Urban.Education
## 21 4.902395e-03 0.0015280487 Anthropology
## PC1.22 PC2.22 PC3.22 PC4.22 PC5.22
## 1 0.015252709 0.007728221 0.0030912051 0.0340766380 0.019110208
## 2 0.027606914 0.013406975 0.0068110215 0.0283298432 0.005426524
## 3 0.031089218 0.016924948 0.0029590339 0.0239706237 0.007268134
## 4 0.007531615 0.001195994 0.0359331333 0.0045449315 0.013646469
## 5 0.001331327 0.009494630 0.0221763981 0.0040015203 0.033295249
## 6 0.020436926 0.030001191 0.0276083755 0.0004348856 0.015451342
## 7 0.005645955 0.002782266 0.0488769671 0.0065973590 0.001854961
## 8 0.016317549 0.002736457 0.0021324511 0.0260539388 0.013054109
## 9 0.029067563 0.008565375 0.0086364809 0.0309221908 0.003686220
## 10 0.020348543 0.009774807 0.0163386154 0.0086642029 0.024373204
## 11 0.007190035 0.005726372 0.0015601839 0.0092148381 0.021638555
## 12 0.001346140 0.029004561 0.0050051172 0.0020001112 0.003031366
## 13 0.023981758 0.004788017 0.0006161223 0.0141566868 0.025750436
## 14 0.028424131 0.013389713 0.0011753502 0.0094882961 0.020011212
## 15 0.006355681 0.014408881 0.0449906991 0.0313386025 0.012099339
## 16 0.001229961 0.001435074 0.0411508592 0.0139205598 0.005302009
## 17 0.017061507 0.010920638 0.0032186462 0.0005861185 0.022383499
## 18 0.010361015 0.007760468 0.0277887185 0.0129907983 0.017326761
## 19 0.014482695 0.010533581 0.0010454784 0.0465099061 0.001559886
## 20 0.028155643 0.004910671 0.0076600332 0.0119702405 0.029310308
## 21 0.007248618 0.011392533 0.0050472881 0.0249333296 0.014114775
## PC6.22 PC7.22 PC8.22 PC9.22 PC10.22
## 1 0.0021212641 0.0375735497 0.033811841 0.0010752566 0.0021391054
## 2 0.0187132195 0.0284029244 0.004377948 0.0218536863 0.0227016327
## 3 0.0004427211 0.0068301255 0.020758111 0.0092240282 0.0224597790
## 4 0.0006050177 0.0209115105 0.039304670 0.0082351913 0.0295657210
## 5 0.0005785762 0.0398136107 0.007949841 0.0232273438 0.0144477798
## 6 0.0010334181 0.0095060500 0.011423183 0.0230750198 0.0059241391
## 7 0.0256304790 0.0233082384 0.023505820 0.0094323359 0.0153262453
## 8 0.0121212730 0.0207949782 0.033028443 0.0215499357 0.0196400201
## 9 0.0018731048 0.0036920279 0.013594302 0.0147786343 0.0115999829
## 10 0.0146771685 0.0109723742 0.015035205 0.0018656180 0.0199292707
## 11 0.0219661202 0.0014961654 0.007367468 0.0019829010 0.0622735221
## 12 0.0193392395 0.0204852817 0.034365645 0.0255507386 0.0083823655
## 13 0.0036752154 0.0141107272 0.012612195 0.0020855048 0.0382958480
## 14 0.0262821686 0.0201978831 0.013561959 0.0013920563 0.0118614379
## 15 0.0200423506 0.0034495169 0.004624458 0.0039475303 0.0175316831
## 16 0.0184542485 0.0156882776 0.017061277 0.0008755746 0.0064278971
## 17 0.0297825498 0.0152540510 0.007121800 0.0093675312 0.0180083256
## 18 0.0177154862 0.0009343611 0.028798299 0.0033622589 0.0048056787
## 19 0.0093156213 0.0086087748 0.017106296 0.0087092669 0.0001295534
## 20 0.0076374091 0.0094355140 0.036888201 0.0200579649 0.0068444197
## 21 0.0207416050 0.0259544172 0.012289829 0.0252129140 0.0113607637
## PC11.22 PC12.22 PC13.22 PC14.22 PC15.22
## 1 0.0107924112 0.003374029 0.0321135057 0.0104948236 0.019235691
## 2 0.0266235598 0.005235833 0.0100731292 0.0011944513 0.009495290
## 3 0.0076984392 0.004691874 0.0041233037 0.0141025964 0.010046617
## 4 0.0242623261 0.029330227 0.0035438972 0.0299153100 0.020680875
## 5 0.0244549155 0.021981160 0.0185234630 0.0119186711 0.025923882
## 6 0.0106450592 0.019921440 0.0272607544 0.0136792696 0.003690628
## 7 0.0198626538 0.011695803 0.0341390013 0.0005865174 0.012734843
## 8 0.0071002159 0.001455092 0.0251107596 0.0031950390 0.026141851
## 9 0.0163225177 0.056382300 0.0143564240 0.0208077493 0.004391348
## 10 0.0243791447 0.001667794 0.0382673370 0.0058974183 0.019274826
## 11 0.0023984376 0.027856695 0.0270965984 0.0478350443 0.005092429
## 12 0.0020275950 0.001307258 0.0224833564 0.0001161929 0.024908277
## 13 0.0180075020 0.019437492 0.0134708181 0.0520323442 0.016605594
## 14 0.0058608203 0.004401913 0.0027171270 0.0191924286 0.021354587
## 15 0.0086196215 0.022174927 0.0136066046 0.0265153220 0.017832544
## 16 0.0397457706 0.031527978 0.0266299592 0.0024967029 0.010179991
## 17 0.0356482459 0.013713649 0.0006533485 0.0122610400 0.020385249
## 18 0.0254000367 0.048894719 0.0019432972 0.0079584375 0.016469461
## 19 0.0066786365 0.028828935 0.0103141677 0.0108328388 0.015268883
## 20 0.0180700950 0.005481427 0.0010188237 0.0224124471 0.005022715
## 21 0.0001411341 0.011995749 0.0211476083 0.0032106535 0.035106531
## PC16.22 PC17.22 PC18.22 PC19.22 PC20.22
## 1 0.024823046 0.0127277050 0.0137633239 0.0129158211 0.003471058
## 2 0.015421788 0.0042930855 0.0015598852 0.0013412938 0.015515080
## 3 0.020743826 0.0165994936 0.0008684669 0.0120288599 0.009796412
## 4 0.016643685 0.0140970148 0.0008651406 0.0035685196 0.012691021
## 5 0.008021661 0.0151384369 0.0101918827 0.0165709135 0.021952516
## 6 0.002127134 0.0181882465 0.0027595875 0.0003172883 0.016210052
## 7 0.009187963 0.0061049139 0.0107903838 0.0004799608 0.019093037
## 8 0.032150140 0.0249982477 0.0099390354 0.0010155083 0.028130418
## 9 0.016402759 0.0003313023 0.0124282979 0.0162487585 0.004222065
## 10 0.012794286 0.0355156853 0.0147640123 0.0142350935 0.033777986
## 11 0.001859075 0.0103639658 0.0248252745 0.0126087472 0.010017276
## 12 0.011650159 0.0049883479 0.0457028055 0.0125205399 0.005576673
## 13 0.005221424 0.0363839623 0.0093520641 0.0075668795 0.011437563
## 14 0.020422979 0.0102031935 0.0001088556 0.0210826317 0.018696905
## 15 0.011643175 0.0056585626 0.0213273553 0.0102352240 0.001633480
## 16 0.025128055 0.0011513687 0.0181802721 0.0036014507 0.005014762
## 17 0.012446626 0.0287832542 0.0449375971 0.0109104699 0.013056997
## 18 0.003954822 0.0086730310 0.0014022432 0.0161430408 0.004918364
## 19 0.012637434 0.0253689631 0.0381389304 0.0203653401 0.012719123
## 20 0.005434683 0.0191702590 0.0109936899 0.0172040045 0.006300514
## 21 0.046731327 0.0119738679 0.0201153284 0.0025059395 0.007557299
## PC21.22 PC22.22 PC23.22 PC24.22 PC25.22
## 1 0.0077980011 0.0195599840 0.03647064 0.0257586828 0.0184477356
## 2 0.0197209359 0.0186489576 0.03324447 0.0041696083 0.0044132283
## 3 0.0137070601 0.0370342785 0.03322919 0.0092151373 0.0293152820
## 4 0.0029085738 0.0036096859 0.03318920 0.0045110901 0.0005069328
## 5 0.0395126697 0.0198097724 0.03047582 0.0093538918 0.0165904965
## 6 0.0248700697 0.0001755179 0.02947704 0.0238725407 0.0413422780
## 7 0.0042711709 0.0018587447 0.02790802 0.0142569460 0.0141646230
## 8 0.0171683156 0.0160529655 0.02659513 0.0384892121 0.0118781100
## 9 0.0034202436 0.0006403948 0.02594571 0.0174972465 0.0102407774
## 10 0.0041214729 0.0062544847 0.02581364 0.0350245697 0.0188720143
## 11 0.0001345493 0.0081868980 0.02527811 0.0248918791 0.0142626029
## 12 0.0014952977 0.0148627765 0.02520695 0.0034863291 0.0067578970
## 13 0.0120367742 0.0064925523 0.02509098 0.0076141741 0.0108427881
## 14 0.0204459493 0.0207827210 0.02502608 0.0008077446 0.0298119762
## 15 0.0017292281 0.0137213581 0.02445101 0.0136231698 0.0019594510
## 16 0.0409427963 0.0140207537 0.02423495 0.0142068212 0.0086044239
## 17 0.0002768048 0.0121534748 0.02278943 0.0244319393 0.0230774302
## 18 0.0135797185 0.0380763440 0.02263967 0.0076574352 0.0406986876
## 19 0.0089258554 0.0224100466 0.02208645 0.0111435918 0.0170305855
## 20 0.0101020121 0.0014797827 0.02190950 0.0221844936 0.0126750065
## 21 0.0333240794 0.0124656428 0.01888720 0.0151327532 0.0009102206
## PC26.22 PC27.22 PC28.22 PC29.22 PC30.22
## 1 0.0011233195 0.014363338 0.006891063 0.014289001 0.008523742
## 2 0.0333075391 0.009299084 0.017779494 0.012593345 0.014068196
## 3 0.0022055966 0.016776723 0.003738189 0.018598888 0.001219636
## 4 0.0003158871 0.016106481 0.031053245 0.021717151 0.002443015
## 5 0.0051181020 0.006343802 0.008623215 0.006823199 0.008979528
## 6 0.0069616337 0.009660661 0.029809902 0.016298914 0.014403410
## 7 0.0119053616 0.000689891 0.001272501 0.002602080 0.005136345
## 8 0.0102737660 0.013511713 0.011406506 0.022090320 0.031967155
## 9 0.0062259708 0.023757233 0.011214971 0.014871025 0.001774396
## 10 0.0212950138 0.012517448 0.010655971 0.013515841 0.005792605
## 11 0.0030453208 0.002932434 0.018040424 0.003481406 0.007295083
## 12 0.0151142179 0.007009808 0.040668379 0.011029199 0.033659846
## 13 0.0070098740 0.027882938 0.008457979 0.004275274 0.014400389
## 14 0.0027380049 0.011030234 0.034636653 0.009180850 0.039676581
## 15 0.0311708545 0.014719210 0.015633686 0.008803654 0.012601867
## 16 0.0070329895 0.006573566 0.020142061 0.029238905 0.020180344
## 17 0.0316467438 0.004983032 0.030767689 0.013948056 0.042075860
## 18 0.0124316709 0.011483059 0.036482363 0.010744052 0.005963509
## 19 0.0134412670 0.028583655 0.022413181 0.015183814 0.039467916
## 20 0.0161639084 0.013996912 0.043680879 0.023252297 0.019666219
## 21 0.0269961025 0.033258648 0.013333962 0.030818818 0.004482350
## PC31.22 PC32.22 PC33.22 PC34.22 PC35.22
## 1 0.0208386252 0.0157810997 0.0139882628 0.001661142 0.0089635212
## 2 0.0173706689 0.0035978570 0.0144664079 0.004079093 0.0111861458
## 3 0.0279852696 0.0420744340 0.0028707683 0.010400379 0.0133473051
## 4 0.0374427474 0.0005015064 0.0002309027 0.003089519 0.0373922638
## 5 0.0054854926 0.0129087503 0.0037075278 0.033242185 0.0015670642
## 6 0.0042784429 0.0118935751 0.0089021714 0.007621045 0.0060592091
## 7 0.0167452551 0.0203302489 0.0157160560 0.011693659 0.0448619736
## 8 0.0049696001 0.0185987087 0.0037854684 0.007694494 0.0127757896
## 9 0.0014849045 0.0210586624 0.0038936575 0.012919974 0.0086078480
## 10 0.0006276715 0.0237316993 0.0118552631 0.006268324 0.0179204487
## 11 0.0012022091 0.0218181559 0.0087272487 0.010751173 0.0214846867
## 12 0.0129255845 0.0033227582 0.0130393617 0.024006436 0.0373494506
## 13 0.0030584393 0.0104223994 0.0116722419 0.026510674 0.0001300507
## 14 0.0083334899 0.0097243273 0.0042953455 0.011510005 0.0379441453
## 15 0.0041743585 0.0029851974 0.0191147506 0.012025524 0.0013550745
## 16 0.0114545862 0.0028676726 0.0078546589 0.001746187 0.0035235129
## 17 0.0044997353 0.0119160664 0.0032904695 0.017535822 0.0117784596
## 18 0.0026539200 0.0416127144 0.0155586613 0.003838741 0.0135105192
## 19 0.0185391283 0.0267766508 0.0002151087 0.036228003 0.0078566999
## 20 0.0101542360 0.0222802022 0.0022393692 0.012347177 0.0063730692
## 21 0.0376564448 0.0214811413 0.0179679657 0.008651043 0.0149408905
## PC36.22 PC37.22 PC38.22 PC39.22 PC40.22
## 1 0.0063303252 0.014681098 0.020140639 0.0107595988 0.0167439532
## 2 0.0105766200 0.019161969 0.006130624 0.0111340485 0.0101693473
## 3 0.0173872873 0.001571913 0.014884835 0.0282106408 0.0254883104
## 4 0.0153658244 0.001088287 0.002571623 0.0017424902 0.0008616916
## 5 0.0282139147 0.025684928 0.015024316 0.0115403387 0.0188130868
## 6 0.0022773733 0.011404220 0.021948453 0.0222094329 0.0145312009
## 7 0.0009660533 0.002204138 0.010954433 0.0048911315 0.0343827958
## 8 0.0059912201 0.006662558 0.011242512 0.0240057629 0.0267822260
## 9 0.0118435196 0.012568097 0.011674683 0.0000855609 0.0085637279
## 10 0.0147256999 0.019021704 0.044370356 0.0013225617 0.0187690454
## 11 0.0329686349 0.010066207 0.010748328 0.0483936505 0.0075559333
## 12 0.0023045681 0.021391443 0.002080026 0.0398844841 0.0051088455
## 13 0.0090120708 0.008536677 0.006155270 0.0226132142 0.0032526810
## 14 0.0197211996 0.049449440 0.009883776 0.0165194707 0.0125435307
## 15 0.0097894326 0.022382828 0.003711882 0.0139428249 0.0425738295
## 16 0.0042198495 0.020016314 0.003643394 0.0014280935 0.0182015185
## 17 0.0058763136 0.017559624 0.008483998 0.0194436570 0.0049116173
## 18 0.0071777203 0.007956551 0.006085835 0.0151419351 0.0244244278
## 19 0.0121603470 0.007200006 0.005457971 0.0151044320 0.0018283164
## 20 0.0109471119 0.037017550 0.030976287 0.0057903217 0.0080364881
## 21 0.0251928075 0.004994889 0.009268270 0.0079574468 0.0143241719
## PC41.22 PC42.22 PC43.22 PC44.22 PC45.22
## 1 2.193217e-02 0.0092349479 0.016538650 0.020942748 0.028804647
## 2 3.134918e-02 0.0194639827 0.041690854 0.024902120 0.014780146
## 3 8.059540e-03 0.0203633106 0.006375211 0.001201524 0.012216181
## 4 2.542620e-02 0.0170409778 0.014841274 0.010131441 0.008893756
## 5 8.162331e-05 0.0034265889 0.009059190 0.003960035 0.010282711
## 6 1.659385e-02 0.0053267933 0.009967116 0.020192821 0.001929822
## 7 1.542802e-02 0.0007578696 0.031790385 0.012790029 0.018912153
## 8 2.199111e-02 0.0269201528 0.019150156 0.003165756 0.025752231
## 9 1.014755e-02 0.0035226055 0.003463866 0.005679830 0.022351550
## 10 9.751090e-03 0.0050850272 0.028797715 0.001913999 0.018245926
## 11 9.676640e-03 0.0153248634 0.017100043 0.014244785 0.007544264
## 12 1.952895e-02 0.0372960202 0.002483246 0.022276022 0.016185542
## 13 1.157027e-02 0.0348319425 0.017869632 0.015054485 0.031944262
## 14 5.176922e-03 0.0128414968 0.027387216 0.004782294 0.013696443
## 15 3.224138e-03 0.0323899044 0.007774936 0.013624847 0.006899918
## 16 4.867052e-02 0.0153110504 0.001605145 0.007452958 0.001312694
## 17 1.654482e-02 0.0068041554 0.025870268 0.021073416 0.022704675
## 18 1.884292e-02 0.0151085810 0.018589551 0.027178517 0.004424083
## 19 1.080415e-02 0.0010240083 0.009068592 0.012222824 0.018216667
## 20 2.495149e-02 0.0126875766 0.012327293 0.015332884 0.003084319
## 21 1.496587e-02 0.0049764289 0.002635585 0.010084244 0.001846531
## PC46.22 PC47.22 PC48.22 PC49.22 PC50.22
## 1 0.024974387 0.009558361 0.0255371553 0.018831624 0.0230699522
## 2 0.015754227 0.027899756 0.0186522351 0.005286181 0.0258272228
## 3 0.015229575 0.004067766 0.0214152455 0.008644322 0.0009013305
## 4 0.020714443 0.005529082 0.0323802009 0.016529460 0.0277537598
## 5 0.022720178 0.014934089 0.0025083826 0.027603506 0.0123742531
## 6 0.004117853 0.007365747 0.0101160141 0.019086387 0.0070881515
## 7 0.024326783 0.005700495 0.0021194433 0.007807132 0.0257200185
## 8 0.007428793 0.004845564 0.0534654011 0.007169404 0.0029971363
## 9 0.035341457 0.016025201 0.0294903967 0.026998154 0.0077464977
## 10 0.006393659 0.002017083 0.0139481196 0.000675580 0.0184273011
## 11 0.006735028 0.040879558 0.0122272684 0.008975692 0.0013177707
## 12 0.001550490 0.004901329 0.0343466502 0.011585849 0.0113383049
## 13 0.006517117 0.014022444 0.0069289708 0.011638277 0.0173617651
## 14 0.011028103 0.014846850 0.0004276145 0.005165856 0.0148577288
## 15 0.015437185 0.018541582 0.0096764839 0.012731327 0.0205016989
## 16 0.001676173 0.011613803 0.0056535034 0.048671768 0.0275296022
## 17 0.019649372 0.021996065 0.0032544164 0.005851927 0.0061513152
## 18 0.021497245 0.021049340 0.0390563310 0.007531165 0.0236754328
## 19 0.026113945 0.010587230 0.0056689424 0.044523392 0.0329795439
## 20 0.003872223 0.008837437 0.0441306887 0.015009847 0.0014120372
## 21 0.022026616 0.001947440 0.0110039686 0.004115277 0.0008671222
## PC51.22 PC52.22 PC53.22 PC54.22 PC55.22
## 1 0.016354963 0.003342822 0.0049581117 0.032908897 0.0127457601
## 2 0.034899904 0.015408438 0.0240816375 0.004965955 0.0207779032
## 3 0.021310837 0.026298120 0.0350156343 0.016470599 0.0238570168
## 4 0.003225533 0.009809450 0.0069686322 0.001097101 0.0170561667
## 5 0.004994319 0.021026577 0.0218063432 0.022936032 0.0016926755
## 6 0.002707232 0.003781265 0.0012413394 0.011797657 0.0125689956
## 7 0.011809677 0.048425270 0.0347323205 0.014743851 0.0001741339
## 8 0.013344212 0.004402327 0.0095169916 0.006698808 0.0067861623
## 9 0.017284956 0.038932383 0.0075705749 0.015338869 0.0294006112
## 10 0.013466885 0.027534465 0.0079700799 0.002766223 0.0045494981
## 11 0.032308732 0.005803143 0.0414613455 0.011836283 0.0077361124
## 12 0.010872133 0.003786968 0.0114923788 0.025546375 0.0322956348
## 13 0.005893053 0.009767312 0.0243144468 0.017144555 0.0324275632
## 14 0.025772344 0.010937998 0.0010831601 0.015396233 0.0134792462
## 15 0.028912341 0.021633326 0.0403311456 0.000547992 0.0506128239
## 16 0.022555903 0.026505585 0.0067752280 0.004764321 0.0120984899
## 17 0.039293818 0.033265264 0.0014460615 0.012582795 0.0109562284
## 18 0.015432641 0.024887811 0.0073984141 0.011196317 0.0067305232
## 19 0.005909433 0.011698836 0.0014647653 0.014951430 0.0268340642
## 20 0.022722246 0.005435733 0.0003310062 0.031983590 0.0276264632
## 21 0.009506547 0.001165739 0.0210651750 0.023212597 0.0260020882
## PC56.22 PC57.22 PC58.22 PC59.22 PC60.22
## 1 0.021258552 4.880840e-03 0.0320283684 0.020303858 0.0109428327
## 2 0.017428398 9.265319e-03 0.0150806355 0.004575406 0.0055820639
## 3 0.008074965 1.831849e-02 0.0116716019 0.004911265 0.0136558565
## 4 0.020437942 2.220509e-02 0.0057568211 0.017349748 0.0146415426
## 5 0.048312952 1.018414e-02 0.0078136921 0.002190757 0.0009684508
## 6 0.014576777 2.333531e-02 0.0436314943 0.004744729 0.0121932220
## 7 0.007470161 1.834927e-02 0.0214583591 0.006205953 0.0043946798
## 8 0.006149095 2.788803e-02 0.0131300471 0.011914935 0.0284977274
## 9 0.034373046 1.399843e-02 0.0331325409 0.032927691 0.0231136116
## 10 0.018138902 5.190003e-05 0.0097139029 0.046507462 0.0327891300
## 11 0.011662381 2.929235e-03 0.0013623026 0.011086582 0.0068777974
## 12 0.008709661 1.472628e-02 0.0089823566 0.011496998 0.0088015811
## 13 0.019646285 1.585068e-02 0.0009472866 0.014292480 0.0142052170
## 14 0.005843759 3.489686e-02 0.0081864685 0.008276918 0.0149502251
## 15 0.012597320 6.417965e-04 0.0052174617 0.012555791 0.0015494608
## 16 0.017384738 8.930565e-03 0.0094859202 0.017991220 0.0008404033
## 17 0.001195911 2.030594e-02 0.0113508668 0.017011324 0.0178330426
## 18 0.009191888 1.357791e-02 0.0152486166 0.003651091 0.0218361221
## 19 0.001508886 2.777578e-02 0.0078703641 0.001446175 0.0207702826
## 20 0.017379748 5.879765e-04 0.0144710664 0.003757723 0.0193812336
## 21 0.025639038 1.590431e-02 0.0095231596 0.023253109 0.0157467721
## PC61.22 PC62.22 PC63.22 PC64.22 PC65.22
## 1 0.008456194 0.0109221520 0.023620548 0.037046776 0.003178783
## 2 0.003381650 0.0257091467 0.019184373 0.009748821 0.024941440
## 3 0.028815366 0.0373239206 0.004176477 0.007986529 0.012964563
## 4 0.030349411 0.0002165496 0.001920552 0.035741256 0.002299145
## 5 0.029856896 0.0059643847 0.013778415 0.034963448 0.019003963
## 6 0.039390116 0.0175876442 0.019908384 0.019797981 0.011752855
## 7 0.019339718 0.0247199554 0.003478084 0.030994433 0.009459517
## 8 0.006698215 0.0049344800 0.001779919 0.007887224 0.002852583
## 9 0.009105700 0.0110483910 0.007330237 0.015609117 0.012160437
## 10 0.005858272 0.0087468265 0.002526312 0.018243552 0.008007964
## 11 0.001825640 0.0004763906 0.012246761 0.004903976 0.005585402
## 12 0.017897118 0.0152850436 0.003318310 0.009322030 0.008236429
## 13 0.005447547 0.0475253117 0.027747199 0.024027481 0.015129212
## 14 0.002828793 0.0085221090 0.003799427 0.036784800 0.017382709
## 15 0.025053454 0.0242492514 0.012734718 0.000350217 0.015659953
## 16 0.018026204 0.0031914290 0.039078854 0.003254461 0.007812256
## 17 0.016984420 0.0006758373 0.004312326 0.004573015 0.022077595
## 18 0.011779554 0.0142687579 0.002854571 0.021157307 0.011030383
## 19 0.023094159 0.0061651173 0.016431445 0.001978449 0.007478598
## 20 0.006818913 0.0099734183 0.003709432 0.003969332 0.008179798
## 21 0.008771105 0.0214857345 0.017334277 0.008163954 0.007822644
## PC66.22 PC67.22 PC68.22
## 1 0.009898796 0.0194024863 0.009317544
## 2 0.032972251 0.0098866706 0.015697639
## 3 0.023997626 0.0043667694 0.030231825
## 4 0.000491490 0.0381285435 0.001384313
## 5 0.003949686 0.0049023949 0.001528049
## 6 0.017684054 0.0582678860 0.014258332
## 7 0.008111490 0.0188816623 0.007006498
## 8 0.003270557 0.0053971046 0.028104973
## 9 0.022178441 0.0207793749 0.009362107
## 10 0.016319285 0.0133311567 0.022138843
## 11 0.019612045 0.0110893130 0.009262591
## 12 0.010521834 0.0120634646 0.005106270
## 13 0.001768470 0.0008809235 0.020240126
## 14 0.003434451 0.0086997299 0.035669004
## 15 0.017530809 0.0185854598 0.015989119
## 16 0.022745494 0.0051511631 0.007559992
## 17 0.008488602 0.0066599595 0.011688841
## 18 0.003632873 0.0096273589 0.002717005
## 19 0.013902288 0.0025452102 0.016856055
## 20 0.045767586 0.0093709160 0.021899326
## 21 0.033123151 0.0122924125 0.012238323
## programN.23 PC1.23 PC2.23
## 1 Linguistics 0.0049473310 0.007329538
## 2 Early.Childhood.Education 0.0163175487 0.002736457
## 3 Private.School.Leadership 0.0295910671 0.009104437
## 4 Sociology 0.0215823333 0.024251895
## 5 College.Advising 0.0203485432 0.009774807
## 6 Change.Leadership 0.0398648928 0.001507808
## 7 Deaf.and.Hard.of.Hearing 0.0004832062 0.030295644
## 8 English.Education 0.0092787177 0.003928365
## 9 Literacy 0.0152527089 0.007728221
## 10 Philosophy 0.0071900348 0.005726372
## 11 Curriculum.and.Teaching 0.0063964291 0.020275903
## 12 Movement.Science 0.0133424668 0.022352574
## 13 Inclusive.Education 0.0170615072 0.010920638
## 14 Arts.Administration 0.0307983700 0.007006109
## 15 Psychology 0.0204369257 0.030001191
## 16 Cognitive.Science 0.0004729092 0.017468663
## 17 Urban.Education 0.0281556432 0.004910671
## 18 Counseling.Psychology 0.0123253710 0.029778751
## 19 Social.Organizational.Psychology 0.0318410169 0.008441504
## 20 Cooperation.and.Conflict.Resolution 0.0305095423 0.008861744
## 21 Neuroscience 0.0082813494 0.034657422
## PC3.23 PC4.23 PC5.23 PC6.23 PC7.23
## 1 0.0065879987 0.0541071873 0.020840874 0.002524565 0.023404781
## 2 0.0021324511 0.0260539388 0.013054109 0.012121273 0.020794978
## 3 0.0041877010 0.0035497901 0.030995370 0.026791143 0.010369450
## 4 0.0045334295 0.0278952166 0.002804944 0.006136588 0.011291739
## 5 0.0163386154 0.0086642029 0.024373204 0.014677169 0.010972374
## 6 0.0131650993 0.0212088348 0.009947538 0.018783905 0.004456839
## 7 0.0003625311 0.0332722791 0.008320232 0.017611053 0.029480553
## 8 0.0054881232 0.0531405663 0.009994085 0.005741980 0.008528871
## 9 0.0030912051 0.0340766380 0.019110208 0.002121264 0.037573550
## 10 0.0015601839 0.0092148381 0.021638555 0.021966120 0.001496165
## 11 0.0124009592 0.0210893447 0.002122926 0.016954730 0.003075818
## 12 0.0138144761 0.0083708817 0.002063737 0.027826402 0.003963575
## 13 0.0032186462 0.0005861185 0.022383499 0.029782550 0.015254051
## 14 0.0247494405 0.0064167536 0.028090936 0.009918087 0.005405654
## 15 0.0276083755 0.0004348856 0.015451342 0.001033418 0.009506050
## 16 0.0481096185 0.0224692585 0.009744760 0.012069745 0.007918463
## 17 0.0076600332 0.0119702405 0.029310308 0.007637409 0.009435514
## 18 0.0088381747 0.0129449950 0.028289532 0.017956821 0.022942736
## 19 0.0116379852 0.0017916352 0.009742845 0.013647755 0.003289798
## 20 0.0055603952 0.0059667531 0.003008791 0.004433728 0.014577912
## 21 0.0274107594 0.0046522158 0.006940352 0.017080153 0.003198050
## PC8.23 PC9.23 PC10.23 PC11.23 PC12.23
## 1 1.706246e-02 0.012953165 0.034366643 0.0109762958 0.003705706
## 2 3.302844e-02 0.021549936 0.019640020 0.0071002159 0.001455092
## 3 8.365476e-03 0.004407586 0.001812960 0.0009176543 0.009298711
## 4 7.061468e-03 0.001296332 0.015074211 0.0262233891 0.008732706
## 5 1.503521e-02 0.001865618 0.019929271 0.0243791447 0.001667794
## 6 4.742287e-05 0.003735709 0.017923522 0.0139374341 0.002607609
## 7 1.119341e-02 0.017047241 0.014815810 0.0154384187 0.017948213
## 8 7.304312e-03 0.005619475 0.027426394 0.0056159168 0.007881216
## 9 3.381184e-02 0.001075257 0.002139105 0.0107924112 0.003374029
## 10 7.367468e-03 0.001982901 0.062273522 0.0023984376 0.027856695
## 11 1.123537e-02 0.044147375 0.002463690 0.0271519370 0.005730825
## 12 1.000377e-02 0.010125142 0.029095870 0.0117644984 0.017848456
## 13 7.121800e-03 0.009367531 0.018008326 0.0356482459 0.013713649
## 14 8.087988e-03 0.015575526 0.001727470 0.0087334005 0.008750914
## 15 1.142318e-02 0.023075020 0.005924139 0.0106450592 0.019921440
## 16 8.982845e-03 0.009327772 0.001968847 0.0324856926 0.001500996
## 17 3.688820e-02 0.020057965 0.006844420 0.0180700950 0.005481427
## 18 5.853131e-03 0.013784837 0.003363009 0.0148763008 0.013181806
## 19 2.431863e-02 0.021943755 0.013233637 0.0333162842 0.027240108
## 20 8.662859e-03 0.029455859 0.019842011 0.0102516983 0.024695811
## 21 6.005044e-03 0.024451768 0.008449557 0.0012817421 0.009221666
## PC13.23 PC14.23 PC15.23 PC16.23 PC17.23
## 1 0.0193361508 0.0029508998 0.010304834 0.014187673 0.0039142510
## 2 0.0251107596 0.0031950390 0.026141851 0.032150140 0.0249982477
## 3 0.0067930806 0.0341636252 0.009581321 0.005696281 0.0052771841
## 4 0.0003873450 0.0205601763 0.009152638 0.008549125 0.0077309109
## 5 0.0382673370 0.0058974183 0.019274826 0.012794286 0.0355156853
## 6 0.0073583512 0.0146256496 0.012002641 0.011577729 0.0106277830
## 7 0.0281445419 0.0051460533 0.025029745 0.025337306 0.0144666111
## 8 0.0034628875 0.0007916287 0.024252315 0.024049301 0.0088987259
## 9 0.0321135057 0.0104948236 0.019235691 0.024823046 0.0127277050
## 10 0.0270965984 0.0478350443 0.005092429 0.001859075 0.0103639658
## 11 0.0151856779 0.0097664484 0.048463121 0.027299040 0.0187114066
## 12 0.0281853960 0.0068073758 0.004930825 0.051505417 0.0124359168
## 13 0.0006533485 0.0122610400 0.020385249 0.012446626 0.0287832542
## 14 0.0006597047 0.0038522310 0.011251580 0.012968430 0.0039321607
## 15 0.0272607544 0.0136792696 0.003690628 0.002127134 0.0181882465
## 16 0.0005854564 0.0031722963 0.006098585 0.005252680 0.0257481358
## 17 0.0010188237 0.0224124471 0.005022715 0.005434683 0.0191702590
## 18 0.0017390673 0.0032680598 0.037758039 0.011238361 0.0103382843
## 19 0.0183521730 0.0152088065 0.015892774 0.018681853 0.0015579368
## 20 0.0181019454 0.0094167531 0.017100243 0.002798045 0.0004136718
## 21 0.0026982800 0.0009149750 0.038533198 0.030638579 0.0046173443
## PC18.23 PC19.23 PC20.23 PC21.23 PC22.23
## 1 0.003411347 0.0181704762 0.015847075 0.0054693550 0.0022308909
## 2 0.009939035 0.0010155083 0.028130418 0.0171683156 0.0160529655
## 3 0.030754576 0.0057559688 0.013616821 0.0024203886 0.0336023085
## 4 0.033279378 0.0387235928 0.003486161 0.0240717349 0.0233573982
## 5 0.014764012 0.0142350935 0.033777986 0.0041214729 0.0062544847
## 6 0.007426459 0.0084128302 0.005304519 0.0086090480 0.0017019265
## 7 0.021505484 0.0129704117 0.009701404 0.0028733298 0.0258902246
## 8 0.037376042 0.0296107076 0.022473493 0.0119503698 0.0140340932
## 9 0.013763324 0.0129158211 0.003471058 0.0077980011 0.0195599840
## 10 0.024825274 0.0126087472 0.010017276 0.0001345493 0.0081868980
## 11 0.005982723 0.0296917069 0.016885039 0.0028654487 0.0207473082
## 12 0.022323399 0.0095651534 0.023047859 0.0224158755 0.0265998613
## 13 0.044937597 0.0109104699 0.013056997 0.0002768048 0.0121534748
## 14 0.020305358 0.0106548427 0.032358351 0.0205976022 0.0013819940
## 15 0.002759587 0.0003172883 0.016210052 0.0248700697 0.0001755179
## 16 0.010736036 0.0291208804 0.006395776 0.0298789547 0.0125719028
## 17 0.010993690 0.0172040045 0.006300514 0.0101020121 0.0014797827
## 18 0.012011144 0.0088662990 0.016796180 0.0370311571 0.0250987048
## 19 0.013383994 0.0121853733 0.002579359 0.0008305934 0.0269720332
## 20 0.003291344 0.0360811867 0.022488120 0.0189197227 0.0118203821
## 21 0.022237747 0.0113927692 0.001406500 0.0200360698 0.0169055111
## PC23.23 PC24.23 PC25.23 PC26.23 PC27.23
## 1 2.246492e-03 0.04312213 0.0069656442 0.027820804 0.023849425
## 2 2.659513e-02 0.03848921 0.0118781100 0.010273766 0.013511713
## 3 1.343530e-03 0.03759096 0.0009519840 0.017374584 0.022091746
## 4 1.464761e-02 0.03710956 0.0005793825 0.005853814 0.011773129
## 5 2.581364e-02 0.03502457 0.0188720143 0.021295014 0.012517448
## 6 5.442440e-03 0.02884796 0.0166479520 0.004553920 0.002824760
## 7 3.105452e-05 0.02843926 0.0051393806 0.008970794 0.005579866
## 8 7.340199e-03 0.02694393 0.0029602518 0.017200132 0.027199242
## 9 3.647064e-02 0.02575868 0.0184477356 0.001123319 0.014363338
## 10 2.527811e-02 0.02489188 0.0142626029 0.003045321 0.002932434
## 11 1.152939e-02 0.02485101 0.0168177139 0.006701263 0.003219144
## 12 2.215983e-03 0.02462919 0.0395338986 0.007545436 0.006170652
## 13 2.278943e-02 0.02443194 0.0230774302 0.031646744 0.004983032
## 14 1.611340e-02 0.02390162 0.0232217659 0.028508931 0.004575269
## 15 2.947704e-02 0.02387254 0.0413422780 0.006961634 0.009660661
## 16 1.637245e-02 0.02264869 0.0065363706 0.009058300 0.033969504
## 17 2.190950e-02 0.02218449 0.0126750065 0.016163908 0.013996912
## 18 9.036125e-03 0.02073280 0.0081208613 0.009696782 0.008100478
## 19 1.598343e-02 0.02050313 0.0015980783 0.027656492 0.015701324
## 20 4.909622e-03 0.01910339 0.0214518746 0.014102336 0.042569943
## 21 1.715587e-02 0.01898798 0.0364937550 0.007240608 0.011685925
## PC28.23 PC29.23 PC30.23 PC31.23 PC32.23
## 1 0.0040261805 0.001481527 0.009979675 0.0152637057 0.016266395
## 2 0.0114065064 0.022090320 0.031967155 0.0049696001 0.018598709
## 3 0.0009106448 0.006329049 0.026291000 0.0031326326 0.024761860
## 4 0.0139280529 0.014414900 0.035087488 0.0062637177 0.007041298
## 5 0.0106559708 0.013515841 0.005792605 0.0006276715 0.023731699
## 6 0.0023690702 0.015393098 0.031319314 0.0080647349 0.027402388
## 7 0.0120209438 0.019050512 0.027274032 0.0161146171 0.002450625
## 8 0.0127030288 0.016462168 0.029320502 0.0106515821 0.020075674
## 9 0.0068910628 0.014289001 0.008523742 0.0208386252 0.015781100
## 10 0.0180404239 0.003481406 0.007295083 0.0012022091 0.021818156
## 11 0.0226700029 0.013510914 0.004357482 0.0059760276 0.009938745
## 12 0.0006502502 0.007945921 0.004798055 0.0187215753 0.001722040
## 13 0.0307676886 0.013948056 0.042075860 0.0044997353 0.011916066
## 14 0.0178182088 0.034270044 0.016129744 0.0155797126 0.001445467
## 15 0.0298099019 0.016298914 0.014403410 0.0042784429 0.011893575
## 16 0.0117121742 0.023250284 0.010491023 0.0284168204 0.003474786
## 17 0.0436808791 0.023252297 0.019666219 0.0101542360 0.022280202
## 18 0.0114107699 0.006135108 0.002490327 0.0541618383 0.016754407
## 19 0.0147401607 0.014448230 0.005287862 0.0190117255 0.019620497
## 20 0.0387244870 0.019867295 0.025893148 0.0166022219 0.019721148
## 21 0.0015291338 0.018357997 0.022055438 0.0104304188 0.019810330
## PC33.23 PC34.23 PC35.23 PC36.23 PC37.23
## 1 0.0256329947 0.007418273 0.014077230 0.0067088770 0.0014423404
## 2 0.0037854684 0.007694494 0.012775790 0.0059912201 0.0066625584
## 3 0.0039000671 0.027041277 0.012369938 0.0165961763 0.0091173282
## 4 0.0078761134 0.014505656 0.019847812 0.0206857688 0.0434950131
## 5 0.0118552631 0.006268324 0.017920449 0.0147256999 0.0190217040
## 6 0.0063193302 0.045060045 0.012806501 0.0136857294 0.0265864915
## 7 0.0078392791 0.003612524 0.009234157 0.0097978922 0.0009912673
## 8 0.0031951368 0.027047001 0.007447188 0.0006196092 0.0145370901
## 9 0.0139882628 0.001661142 0.008963521 0.0063303252 0.0146810979
## 10 0.0087272487 0.010751173 0.021484687 0.0329686349 0.0100662072
## 11 0.0242688886 0.007903039 0.001158178 0.0021875264 0.0021328520
## 12 0.0168366794 0.013186901 0.014779099 0.0280928484 0.0059499535
## 13 0.0032904695 0.017535822 0.011778460 0.0058763136 0.0175596240
## 14 0.0009011486 0.009168805 0.024454564 0.0267714902 0.0102853461
## 15 0.0089021714 0.007621045 0.006059209 0.0022773733 0.0114042196
## 16 0.0018882861 0.009935259 0.003505102 0.0088197930 0.0068110633
## 17 0.0022393692 0.012347177 0.006373069 0.0109471119 0.0370175504
## 18 0.0067040547 0.009948539 0.026016046 0.0019132916 0.0009117208
## 19 0.0170805627 0.025863755 0.014100095 0.0142767216 0.0072666921
## 20 0.0102347161 0.025512942 0.015698911 0.0060653835 0.0158166516
## 21 0.0239844111 0.001495123 0.006022188 0.0215628649 0.0142566743
## PC38.23 PC39.23 PC40.23 PC41.23 PC42.23
## 1 0.012314012 0.023744006 0.0218981520 5.180017e-05 6.340144e-03
## 2 0.011242512 0.024005763 0.0267822260 2.199111e-02 2.692015e-02
## 3 0.007285253 0.010323384 0.0213056336 1.723829e-03 4.030641e-02
## 4 0.007439036 0.019558830 0.0223983143 8.467525e-03 3.290123e-02
## 5 0.044370356 0.001322562 0.0187690454 9.751090e-03 5.085027e-03
## 6 0.017914765 0.023352409 0.0102599234 9.712448e-03 2.871039e-02
## 7 0.005899784 0.009535468 0.0247832667 7.506388e-03 6.405567e-03
## 8 0.007350681 0.039937892 0.0019282402 4.918339e-03 1.712606e-03
## 9 0.020140639 0.010759599 0.0167439532 2.193217e-02 9.234948e-03
## 10 0.010748328 0.048393651 0.0075559333 9.676640e-03 1.532486e-02
## 11 0.017632292 0.034265401 0.0126524986 8.513003e-03 1.291621e-02
## 12 0.010549189 0.021240260 0.0369623465 2.313443e-03 1.270485e-02
## 13 0.008483998 0.019443657 0.0049116173 1.654482e-02 6.804155e-03
## 14 0.043045569 0.011904503 0.0066468961 1.045714e-02 3.279043e-03
## 15 0.021948453 0.022209433 0.0145312009 1.659385e-02 5.326793e-03
## 16 0.024973398 0.011010357 0.0073827815 7.596383e-03 1.594416e-02
## 17 0.030976287 0.005790322 0.0080364881 2.495149e-02 1.268758e-02
## 18 0.018358323 0.001120532 0.0176395119 5.428476e-03 1.245694e-02
## 19 0.014308223 0.003088293 0.0005811366 1.472616e-02 4.452173e-03
## 20 0.009181122 0.009519722 0.0056066994 2.322842e-04 4.477409e-03
## 21 0.006427212 0.017454040 0.0210740492 6.719749e-03 9.407813e-05
## PC43.23 PC44.23 PC45.23 PC46.23 PC47.23
## 1 0.007193893 0.031973380 1.280308e-03 0.003594276 0.0157530837
## 2 0.019150156 0.003165756 2.575223e-02 0.007428793 0.0048455637
## 3 0.036568891 0.009825516 5.306105e-03 0.019153358 0.0144368687
## 4 0.013574254 0.006483362 1.774777e-02 0.008612097 0.0234172702
## 5 0.028797715 0.001913999 1.824593e-02 0.006393659 0.0020170834
## 6 0.006222037 0.006297690 1.009946e-03 0.001334873 0.0175861587
## 7 0.014848294 0.003823690 2.557102e-02 0.015438946 0.0115170022
## 8 0.002421392 0.028166659 1.047668e-02 0.015160754 0.0024067526
## 9 0.016538650 0.020942748 2.880465e-02 0.024974387 0.0095583605
## 10 0.017100043 0.014244785 7.544264e-03 0.006735028 0.0408795579
## 11 0.010799224 0.003990016 7.330942e-03 0.002109297 0.0064423215
## 12 0.029189045 0.017318498 1.161915e-06 0.021883359 0.0081047417
## 13 0.025870268 0.021073416 2.270468e-02 0.019649372 0.0219960654
## 14 0.012522541 0.012428756 3.613163e-02 0.008812361 0.0162968841
## 15 0.009967116 0.020192821 1.929822e-03 0.004117853 0.0073657471
## 16 0.017425841 0.008043164 6.187667e-03 0.023450185 0.0248339951
## 17 0.012327293 0.015332884 3.084319e-03 0.003872223 0.0088374374
## 18 0.001661266 0.018544698 1.035752e-02 0.032467065 0.0039995210
## 19 0.022892589 0.026131958 2.314971e-02 0.021352170 0.0004494576
## 20 0.025925866 0.010752378 4.458127e-03 0.030363916 0.0135859381
## 21 0.025441821 0.003448952 2.373057e-03 0.001165617 0.0230255906
## PC48.23 PC49.23 PC50.23 PC51.23 PC52.23
## 1 8.018621e-03 0.001047132 0.005445827 5.053185e-05 0.010399101
## 2 5.346540e-02 0.007169404 0.002997136 1.334421e-02 0.004402327
## 3 2.275667e-02 0.015081237 0.001294247 1.430636e-02 0.004316882
## 4 1.477341e-02 0.005743079 0.021928051 1.423567e-02 0.006706854
## 5 1.394812e-02 0.000675580 0.018427301 1.346689e-02 0.027534465
## 6 1.743466e-02 0.037671790 0.014554541 1.279039e-02 0.006595781
## 7 3.237121e-02 0.030152235 0.006555485 1.617872e-02 0.019927127
## 8 4.769146e-02 0.014883303 0.008035400 6.677501e-04 0.022416943
## 9 2.553716e-02 0.018831624 0.023069952 1.635496e-02 0.003342822
## 10 1.222727e-02 0.008975692 0.001317771 3.230873e-02 0.005803143
## 11 5.942735e-04 0.030270919 0.015564149 1.886517e-02 0.011721599
## 12 8.913114e-03 0.010557901 0.005535724 1.992136e-02 0.009049887
## 13 3.254416e-03 0.005851927 0.006151315 3.929382e-02 0.033265264
## 14 8.809708e-05 0.040440421 0.045064161 1.704745e-03 0.002983082
## 15 1.011601e-02 0.019086387 0.007088152 2.707232e-03 0.003781265
## 16 1.234168e-02 0.018043596 0.017335830 1.183495e-02 0.015759341
## 17 4.413069e-02 0.015009847 0.001412037 2.272225e-02 0.005435733
## 18 6.027365e-03 0.001924934 0.018825350 8.181411e-03 0.013774740
## 19 1.271611e-02 0.019931017 0.028859870 1.170859e-02 0.023421432
## 20 1.962375e-02 0.009611119 0.016355596 3.928029e-03 0.005412476
## 21 1.082979e-02 0.002611124 0.010216667 3.134993e-02 0.026137646
## PC53.23 PC54.23 PC55.23 PC56.23 PC57.23
## 1 0.0050398196 0.015621211 0.0375884773 0.0067186803 2.417361e-02
## 2 0.0095169916 0.006698808 0.0067861623 0.0061490947 2.788803e-02
## 3 0.0178186376 0.001879722 0.0209410722 0.0125424399 9.711272e-03
## 4 0.0043644760 0.007923042 0.0016213797 0.0178425836 3.633869e-02
## 5 0.0079700799 0.002766223 0.0045494981 0.0181389022 5.190003e-05
## 6 0.0036184290 0.027684794 0.0073353538 0.0172721071 1.147110e-02
## 7 0.0249062437 0.050567478 0.0137039903 0.0069350531 2.415136e-02
## 8 0.0046828594 0.009804507 0.0003477724 0.0338410841 6.799493e-03
## 9 0.0049581117 0.032908897 0.0127457601 0.0212585522 4.880840e-03
## 10 0.0414613455 0.011836283 0.0077361124 0.0116623813 2.929235e-03
## 11 0.0084164123 0.030068502 0.0118851146 0.0415885848 5.425375e-03
## 12 0.0120932326 0.011723738 0.0019360316 0.0031441580 1.043155e-02
## 13 0.0014460615 0.012582795 0.0109562284 0.0011959113 2.030594e-02
## 14 0.0033514398 0.015396036 0.0019092258 0.0220527414 1.894987e-02
## 15 0.0012413394 0.011797657 0.0125689956 0.0145767767 2.333531e-02
## 16 0.0212736010 0.023261569 0.0206463817 0.0001945403 2.990427e-02
## 17 0.0003310062 0.031983590 0.0276264632 0.0173797478 5.879765e-04
## 18 0.0245576490 0.001791746 0.0210675244 0.0049683435 1.933771e-04
## 19 0.0215750735 0.016188055 0.0085273782 0.0168627412 1.525415e-02
## 20 0.0121770192 0.018651893 0.0167067128 0.0302823006 6.870612e-04
## 21 0.0326605694 0.014328304 0.0017381732 0.0148300282 1.401473e-02
## PC58.23 PC59.23 PC60.23 PC61.23 PC62.23
## 1 0.003032357 0.053081504 0.0033919948 0.018109541 0.0003451716
## 2 0.013130047 0.011914935 0.0284977274 0.006698215 0.0049344800
## 3 0.016719906 0.009112724 0.0060728563 0.012814248 0.0651074273
## 4 0.027502951 0.003690235 0.0059780048 0.015124400 0.0016902317
## 5 0.009713903 0.046507462 0.0327891300 0.005858272 0.0087468265
## 6 0.033339806 0.020692130 0.0047223287 0.033646582 0.0271619573
## 7 0.002395745 0.016333890 0.0181725314 0.003175944 0.0053904598
## 8 0.004579482 0.003592954 0.0021104248 0.011671938 0.0065130007
## 9 0.032028368 0.020303858 0.0109428327 0.008456194 0.0109221520
## 10 0.001362303 0.011086582 0.0068777974 0.001825640 0.0004763906
## 11 0.019212669 0.015581909 0.0086626760 0.017420714 0.0003912263
## 12 0.005360668 0.010723365 0.0112861807 0.005941724 0.0234319257
## 13 0.011350867 0.017011324 0.0178330426 0.016984420 0.0006758373
## 14 0.005735454 0.017795234 0.0109030140 0.007424051 0.0128791331
## 15 0.043631494 0.004744729 0.0121932220 0.039390116 0.0175876442
## 16 0.013143108 0.041430979 0.0272649443 0.023387615 0.0150682489
## 17 0.014471066 0.003757723 0.0193812336 0.006818913 0.0099734183
## 18 0.004691355 0.044658588 0.0151329808 0.011348932 0.0001915041
## 19 0.014326253 0.021239601 0.0250836070 0.027694334 0.0365043274
## 20 0.001266539 0.026581058 0.0006534196 0.004606716 0.0382235860
## 21 0.032223313 0.010604886 0.0050090322 0.002587240 0.0372843347
## PC63.23 PC64.23 PC65.23 PC66.23 PC67.23
## 1 0.026490567 0.040198387 0.026674624 0.019508073 0.003354950
## 2 0.001779919 0.007887224 0.002852583 0.003270557 0.005397105
## 3 0.001195416 0.003406035 0.008064042 0.007152437 0.009976382
## 4 0.010342404 0.007566239 0.017013066 0.007969247 0.017648376
## 5 0.002526312 0.018243552 0.008007964 0.016319285 0.013331157
## 6 0.036119256 0.007747277 0.036263775 0.007197739 0.029118713
## 7 0.020334733 0.022205995 0.035747545 0.020345896 0.008762385
## 8 0.016457479 0.022660626 0.016685677 0.023528320 0.031208677
## 9 0.023620548 0.037046776 0.003178783 0.009898796 0.019402486
## 10 0.012246761 0.004903976 0.005585402 0.019612045 0.011089313
## 11 0.010769324 0.026327516 0.041923268 0.016629126 0.003882247
## 12 0.045107518 0.006015722 0.028748273 0.013447794 0.027817251
## 13 0.004312326 0.004573015 0.022077595 0.008488602 0.006659960
## 14 0.021296507 0.004303212 0.025370498 0.005015689 0.023712651
## 15 0.019908384 0.019797981 0.011752855 0.017684054 0.058267886
## 16 0.007320984 0.011231505 0.020280848 0.023902768 0.020705462
## 17 0.003709432 0.003969332 0.008179798 0.045767586 0.009370916
## 18 0.031977539 0.001671779 0.021461798 0.002179003 0.022118439
## 19 0.011262627 0.010681433 0.015222391 0.005009302 0.038402128
## 20 0.034743555 0.007743510 0.010017683 0.016299461 0.013466340
## 21 0.001782576 0.032788913 0.019945987 0.025869868 0.024302939
## PC68.23 programN.24 PC1.24
## 1 0.0006156937 Creative.Technologies 0.0063038828
## 2 0.0281049725 Nursing 0.0006894445
## 3 0.0225654471 Psychology 0.0204369257
## 4 0.0377772817 Motor.Learning.and.Control 0.0103610148
## 5 0.0221388427 Movement.Science 0.0133424668
## 6 0.0001917411 Gifted.Education 0.0092887624
## 7 0.0126924120 Neuroscience 0.0082813494
## 8 0.0180189870 Communication.Sciences.and.Disorders 0.0122222491
## 9 0.0093175439 Adult.Education 0.0284241315
## 10 0.0092625906 Politics 0.0310892184
## 11 0.0056948558 International.and.Comparative.Education 0.0211310159
## 12 0.0109481637 Sexuality..Women.and.Gender.in.Psychology 0.0216615570
## 13 0.0116888410 Arts.Administration 0.0307983700
## 14 0.0237488777 Inclusive.Education 0.0170615072
## 15 0.0142583315 Cooperation.and.Conflict.Resolution 0.0305095423
## 16 0.0299029717 Education.Technology 0.0103418372
## 17 0.0218993263 College.Advising 0.0203485432
## 18 0.0416938066 Mathematics 0.0047741638
## 19 0.0192793011 Literacy 0.0152527089
## 20 0.0261225260 Reading 0.0204406685
## 21 0.0238644148 Teaching.English 0.0144826950
## PC2.24 PC3.24 PC4.24 PC5.24 PC6.24
## 1 0.009043693 0.038537829 0.0179023826 0.004379405 0.0164805896
## 2 0.031856095 0.010283132 0.0149187169 0.019532896 0.0130448130
## 3 0.030001191 0.027608375 0.0004348856 0.015451342 0.0010334181
## 4 0.007760468 0.027788718 0.0129907983 0.017326761 0.0177154862
## 5 0.022352574 0.013814476 0.0083708817 0.002063737 0.0278264018
## 6 0.004412504 0.018760013 0.0173694849 0.023692494 0.0027821733
## 7 0.034657422 0.027410759 0.0046522158 0.006940352 0.0170801532
## 8 0.021605319 0.011435378 0.0216968948 0.011556281 0.0310619020
## 9 0.013389713 0.001175350 0.0094882961 0.020011212 0.0262821686
## 10 0.016924948 0.002959034 0.0239706237 0.007268134 0.0004427211
## 11 0.021317674 0.001573788 0.0026405401 0.015324399 0.0156102970
## 12 0.026960344 0.003963723 0.0126042931 0.023231967 0.0241148815
## 13 0.007006109 0.024749441 0.0064167536 0.028090936 0.0099180873
## 14 0.010920638 0.003218646 0.0005861185 0.022383499 0.0297825498
## 15 0.008861744 0.005560395 0.0059667531 0.003008791 0.0044337281
## 16 0.014739512 0.040494080 0.0014398348 0.026545860 0.0035173959
## 17 0.009774807 0.016338615 0.0086642029 0.024373204 0.0146771685
## 18 0.001823151 0.046388770 0.0087165361 0.018786976 0.0074538327
## 19 0.007728221 0.003091205 0.0340766380 0.019110208 0.0021212641
## 20 0.001183486 0.007979803 0.0150766710 0.028443466 0.0131204338
## 21 0.010533581 0.001045478 0.0465099061 0.001559886 0.0093156213
## PC7.24 PC8.24 PC9.24 PC10.24 PC11.24
## 1 0.0152499965 0.029483436 0.010511664 0.0101118600 1.518499e-02
## 2 0.0085190617 0.002630926 0.005337466 0.0235534283 6.672129e-05
## 3 0.0095060500 0.011423183 0.023075020 0.0059241391 1.064506e-02
## 4 0.0009343611 0.028798299 0.003362259 0.0048056787 2.540004e-02
## 5 0.0039635750 0.010003767 0.010125142 0.0290958703 1.176450e-02
## 6 0.0456860180 0.032088318 0.016162825 0.0040634158 5.649963e-03
## 7 0.0031980504 0.006005044 0.024451768 0.0084495571 1.281742e-03
## 8 0.0451035789 0.020180476 0.003670227 0.0100800326 2.732295e-02
## 9 0.0201978831 0.013561959 0.001392056 0.0118614379 5.860820e-03
## 10 0.0068301255 0.020758111 0.009224028 0.0224597790 7.698439e-03
## 11 0.0005809751 0.049575921 0.009503601 0.0015536521 4.058292e-02
## 12 0.0164765555 0.013339390 0.020629130 0.0133064824 2.809926e-02
## 13 0.0054056539 0.008087988 0.015575526 0.0017274695 8.733401e-03
## 14 0.0152540510 0.007121800 0.009367531 0.0180083256 3.564825e-02
## 15 0.0145779120 0.008662859 0.029455859 0.0198420109 1.025170e-02
## 16 0.0120136951 0.003468091 0.006246917 0.0001833444 7.110892e-03
## 17 0.0109723742 0.015035205 0.001865618 0.0199292707 2.437914e-02
## 18 0.0116994760 0.022787489 0.005242621 0.0266623343 7.351706e-03
## 19 0.0375735497 0.033811841 0.001075257 0.0021391054 1.079241e-02
## 20 0.0029247239 0.023275350 0.004192322 0.0131786178 1.519289e-02
## 21 0.0086087748 0.017106296 0.008709267 0.0001295534 6.678637e-03
## PC12.24 PC13.24 PC14.24 PC15.24 PC16.24
## 1 0.0040833160 0.0175345238 8.110235e-05 0.011179291 0.025003269
## 2 0.0056246625 0.0186608463 1.350713e-02 0.015926143 0.014508125
## 3 0.0199214405 0.0272607544 1.367927e-02 0.003690628 0.002127134
## 4 0.0488947193 0.0019432972 7.958437e-03 0.016469461 0.003954822
## 5 0.0178484564 0.0281853960 6.807376e-03 0.004930825 0.051505417
## 6 0.0338970155 0.0208054594 1.580501e-02 0.009377644 0.004570248
## 7 0.0092216656 0.0026982800 9.149750e-04 0.038533198 0.030638579
## 8 0.0030804587 0.0063129079 1.275419e-02 0.008631775 0.014593970
## 9 0.0044019126 0.0027171270 1.919243e-02 0.021354587 0.020422979
## 10 0.0046918736 0.0041233037 1.410260e-02 0.010046617 0.020743826
## 11 0.0073781544 0.0044826857 1.144092e-02 0.012250836 0.002374252
## 12 0.0135083558 0.0095990422 2.827734e-03 0.024154270 0.003440244
## 13 0.0087509141 0.0006597047 3.852231e-03 0.011251580 0.012968430
## 14 0.0137136493 0.0006533485 1.226104e-02 0.020385249 0.012446626
## 15 0.0246958108 0.0181019454 9.416753e-03 0.017100243 0.002798045
## 16 0.0115521052 0.0390417431 3.314764e-02 0.010398024 0.030173068
## 17 0.0016677943 0.0382673370 5.897418e-03 0.019274826 0.012794286
## 18 0.0002360754 0.0128182972 3.974568e-02 0.024119780 0.020222250
## 19 0.0033740289 0.0321135057 1.049482e-02 0.019235691 0.024823046
## 20 0.0324319381 0.0292802971 1.919035e-03 0.010704368 0.006045508
## 21 0.0288289354 0.0103141677 1.083284e-02 0.015268883 0.012637434
## PC17.24 PC18.24 PC19.24 PC20.24 PC21.24
## 1 0.0157504987 7.826559e-03 0.0276004636 0.025465545 0.0238319011
## 2 0.0233019901 3.929915e-02 0.0239207147 0.018546330 0.0111727952
## 3 0.0181882465 2.759587e-03 0.0003172883 0.016210052 0.0248700697
## 4 0.0086730310 1.402243e-03 0.0161430408 0.004918364 0.0135797185
## 5 0.0124359168 2.232340e-02 0.0095651534 0.023047859 0.0224158755
## 6 0.0252271450 1.401836e-02 0.0131883277 0.001946306 0.0109215036
## 7 0.0046173443 2.223775e-02 0.0113927692 0.001406500 0.0200360698
## 8 0.0006396479 6.730579e-04 0.0210853325 0.001082123 0.0081284155
## 9 0.0102031935 1.088556e-04 0.0210826317 0.018696905 0.0204459493
## 10 0.0165994936 8.684669e-04 0.0120288599 0.009796412 0.0137070601
## 11 0.0060490029 1.015209e-02 0.0226152703 0.016462858 0.0197272744
## 12 0.0041580796 1.305328e-02 0.0139754359 0.017997007 0.0094939382
## 13 0.0039321607 2.030536e-02 0.0106548427 0.032358351 0.0205976022
## 14 0.0287832542 4.493760e-02 0.0109104699 0.013056997 0.0002768048
## 15 0.0004136718 3.291344e-03 0.0360811867 0.022488120 0.0189197227
## 16 0.0251565088 9.632558e-06 0.0103787766 0.006710492 0.0099926366
## 17 0.0355156853 1.476401e-02 0.0142350935 0.033777986 0.0041214729
## 18 0.0046754910 1.654039e-04 0.0017070405 0.037763175 0.0047122443
## 19 0.0127277050 1.376332e-02 0.0129158211 0.003471058 0.0077980011
## 20 0.0360861494 1.941683e-02 0.0395664288 0.034915387 0.0136972845
## 21 0.0253689631 3.813893e-02 0.0203653401 0.012719123 0.0089258554
## PC22.24 PC23.24 PC24.24 PC25.24 PC26.24
## 1 0.0115289516 0.0006137766 0.0009855782 0.05309344 0.010075115
## 2 0.0175862325 0.0174102795 0.0063199884 0.04174113 0.011241012
## 3 0.0001755179 0.0294770371 0.0238725407 0.04134228 0.006961634
## 4 0.0380763440 0.0226396714 0.0076574352 0.04069869 0.012431671
## 5 0.0265998613 0.0022159831 0.0246291856 0.03953390 0.007545436
## 6 0.0046198194 0.0074840154 0.0051305775 0.03778287 0.023658391
## 7 0.0169055111 0.0171558732 0.0189879783 0.03649376 0.007240608
## 8 0.0117285829 0.0158609226 0.0105237618 0.03346321 0.008256672
## 9 0.0207827210 0.0250260819 0.0008077446 0.02981198 0.002738005
## 10 0.0370342785 0.0332291872 0.0092151373 0.02931528 0.002205597
## 11 0.0167011457 0.0097039926 0.0031659007 0.02817833 0.015454890
## 12 0.0042878651 0.0186929163 0.0170201715 0.02460050 0.011766409
## 13 0.0013819940 0.0161133976 0.0239016203 0.02322177 0.028508931
## 14 0.0121534748 0.0227894270 0.0244319393 0.02307743 0.031646744
## 15 0.0118203821 0.0049096222 0.0191033895 0.02145187 0.014102336
## 16 0.0164255942 0.0111433760 0.0039617487 0.01921488 0.015449554
## 17 0.0062544847 0.0258136432 0.0350245697 0.01887201 0.021295014
## 18 0.0268411053 0.0098161939 0.0059739319 0.01861167 0.025822425
## 19 0.0195599840 0.0364706437 0.0257586828 0.01844774 0.001123319
## 20 0.0012552236 0.0014978695 0.0160532210 0.01738839 0.019136366
## 21 0.0224100466 0.0220864526 0.0111435918 0.01703059 0.013441267
## PC27.24 PC28.24 PC29.24 PC30.24 PC31.24
## 1 0.027294153 0.0334229386 0.0053218395 0.019245694 0.0202417973
## 2 0.026531295 0.0412219433 0.0213847071 0.011077504 0.0058638820
## 3 0.009660661 0.0298099019 0.0162989141 0.014403410 0.0042784429
## 4 0.011483059 0.0364823634 0.0107440518 0.005963509 0.0026539200
## 5 0.006170652 0.0006502502 0.0079459212 0.004798055 0.0187215753
## 6 0.023583957 0.0128267284 0.0068408549 0.003596600 0.0082478218
## 7 0.011685925 0.0015291338 0.0183579973 0.022055438 0.0104304188
## 8 0.014012758 0.0236642831 0.0214350484 0.021454496 0.0143631984
## 9 0.011030234 0.0346366529 0.0091808504 0.039676581 0.0083334899
## 10 0.016776723 0.0037381892 0.0185988883 0.001219636 0.0279852696
## 11 0.004233637 0.0166195309 0.0044553004 0.001266608 0.0315345745
## 12 0.007402011 0.0202215632 0.0216256132 0.004257236 0.0247241466
## 13 0.004575269 0.0178182088 0.0342700445 0.016129744 0.0155797126
## 14 0.004983032 0.0307676886 0.0139480559 0.042075860 0.0044997353
## 15 0.042569943 0.0387244870 0.0198672945 0.025893148 0.0166022219
## 16 0.001235330 0.0051601802 0.0005887637 0.013761298 0.0017193402
## 17 0.012517448 0.0106559708 0.0135158414 0.005792605 0.0006276715
## 18 0.004136018 0.0003579466 0.0324026923 0.001930179 0.0103903147
## 19 0.014363338 0.0068910628 0.0142890013 0.008523742 0.0208386252
## 20 0.026784552 0.0138769636 0.0004192801 0.018859996 0.0181028520
## 21 0.028583655 0.0224131810 0.0151838143 0.039467916 0.0185391283
## PC32.24 PC33.24 PC34.24 PC35.24 PC36.24
## 1 0.015027971 0.0112140731 0.0027082578 0.023695345 0.013194995
## 2 0.016101107 0.0253661575 0.0060305240 0.008019843 0.028839537
## 3 0.011893575 0.0089021714 0.0076210452 0.006059209 0.002277373
## 4 0.041612714 0.0155586613 0.0038387414 0.013510519 0.007177720
## 5 0.001722040 0.0168366794 0.0131869014 0.014779099 0.028092848
## 6 0.003241262 0.0084695108 0.0127960320 0.022746635 0.033959883
## 7 0.019810330 0.0239844111 0.0014951231 0.006022188 0.021562865
## 8 0.009577620 0.0141383440 0.0006488152 0.003352840 0.010613389
## 9 0.009724327 0.0042953455 0.0115100049 0.037944145 0.019721200
## 10 0.042074434 0.0028707683 0.0104003786 0.013347305 0.017387287
## 11 0.014918296 0.0186299837 0.0186326257 0.010350318 0.035065446
## 12 0.010793176 0.0221986133 0.0463595486 0.019166348 0.004387870
## 13 0.001445467 0.0009011486 0.0091688055 0.024454564 0.026771490
## 14 0.011916066 0.0032904695 0.0175358222 0.011778460 0.005876314
## 15 0.019721148 0.0102347161 0.0255129422 0.015698911 0.006065384
## 16 0.015130442 0.0205969389 0.0337535404 0.006598693 0.023176107
## 17 0.023731699 0.0118552631 0.0062683245 0.017920449 0.014725700
## 18 0.018919577 0.0089904297 0.0087402349 0.010714334 0.002502554
## 19 0.015781100 0.0139882628 0.0016611417 0.008963521 0.006330325
## 20 0.003187959 0.0134600899 0.0232013411 0.020187266 0.010501673
## 21 0.026776651 0.0002151087 0.0362280029 0.007856700 0.012160347
## PC37.24 PC38.24 PC39.24 PC40.24 PC41.24
## 1 0.012710493 0.025403862 0.0276109560 1.491221e-02 0.0065517306
## 2 0.018833127 0.001502887 0.0001750696 3.577850e-04 0.0168039191
## 3 0.011404220 0.021948453 0.0222094329 1.453120e-02 0.0165938475
## 4 0.007956551 0.006085835 0.0151419351 2.442443e-02 0.0188429247
## 5 0.005949953 0.010549189 0.0212402604 3.696235e-02 0.0023134427
## 6 0.019103611 0.021678306 0.0317763927 2.223649e-02 0.0277909454
## 7 0.014256674 0.006427212 0.0174540399 2.107405e-02 0.0067197490
## 8 0.001177010 0.021121889 0.0116742314 4.629703e-02 0.0060543317
## 9 0.049449440 0.009883776 0.0165194707 1.254353e-02 0.0051769218
## 10 0.001571913 0.014884835 0.0282106408 2.548831e-02 0.0080595398
## 11 0.030096368 0.019489996 0.0075449269 7.898263e-05 0.0086082102
## 12 0.007129389 0.007958182 0.0026019229 1.744477e-03 0.0076518257
## 13 0.010285346 0.043045569 0.0119045030 6.646896e-03 0.0104571448
## 14 0.017559624 0.008483998 0.0194436570 4.911617e-03 0.0165448250
## 15 0.015816652 0.009181122 0.0095197219 5.606699e-03 0.0002322842
## 16 0.048080238 0.019885236 0.0041671640 1.610367e-02 0.0269460313
## 17 0.019021704 0.044370356 0.0013225617 1.876905e-02 0.0097510896
## 18 0.004266231 0.023206111 0.0006482205 1.167860e-02 0.0273605554
## 19 0.014681098 0.020140639 0.0107595988 1.674395e-02 0.0219321683
## 20 0.003822905 0.006886882 0.0139807889 3.124790e-02 0.0192450057
## 21 0.007200006 0.005457971 0.0151044320 1.828316e-03 0.0108041484
## PC42.24 PC43.24 PC44.24 PC45.24 PC46.24
## 1 2.801652e-02 0.009297284 0.0235046652 2.013796e-02 0.022286234
## 2 1.408984e-02 0.046305247 0.0227728977 4.282224e-03 0.011845454
## 3 5.326793e-03 0.009967116 0.0201928208 1.929822e-03 0.004117853
## 4 1.510858e-02 0.018589551 0.0271785172 4.424083e-03 0.021497245
## 5 1.270485e-02 0.029189045 0.0173184981 1.161915e-06 0.021883359
## 6 2.065633e-02 0.020324925 0.0002421774 1.053578e-02 0.025985308
## 7 9.407813e-05 0.025441821 0.0034489521 2.373057e-03 0.001165617
## 8 2.100370e-02 0.024645444 0.0391257924 1.792010e-02 0.014918303
## 9 1.284150e-02 0.027387216 0.0047822940 1.369644e-02 0.011028103
## 10 2.036331e-02 0.006375211 0.0012015240 1.221618e-02 0.015229575
## 11 4.897263e-03 0.031992737 0.0004702910 1.648921e-02 0.011233530
## 12 3.030729e-02 0.025638410 0.0062154054 8.202022e-03 0.020747391
## 13 3.279043e-03 0.012522541 0.0124287559 3.613163e-02 0.008812361
## 14 6.804155e-03 0.025870268 0.0210734158 2.270468e-02 0.019649372
## 15 4.477409e-03 0.025925866 0.0107523781 4.458127e-03 0.030363916
## 16 3.763938e-02 0.023721813 0.0166849922 1.983235e-02 0.010580637
## 17 5.085027e-03 0.028797715 0.0019139992 1.824593e-02 0.006393659
## 18 6.811210e-03 0.000795879 0.0004903914 4.736047e-04 0.001786810
## 19 9.234948e-03 0.016538650 0.0209427478 2.880465e-02 0.024974387
## 20 6.949625e-03 0.037512499 0.0054688382 2.573854e-03 0.004765132
## 21 1.024008e-03 0.009068592 0.0122228240 1.821667e-02 0.026113945
## PC47.24 PC48.24 PC49.24 PC50.24 PC51.24
## 1 0.0089619234 1.081907e-02 0.023067268 0.0025410549 0.006826216
## 2 0.0346049021 1.236260e-02 0.008435817 0.0215834301 0.019675422
## 3 0.0073657471 1.011601e-02 0.019086387 0.0070881515 0.002707232
## 4 0.0210493396 3.905633e-02 0.007531165 0.0236754328 0.015432641
## 5 0.0081047417 8.913114e-03 0.010557901 0.0055357245 0.019921359
## 6 0.0110295939 2.159048e-02 0.021740957 0.0212509860 0.011547734
## 7 0.0230255906 1.082979e-02 0.002611124 0.0102166669 0.031349930
## 8 0.0039446700 2.005098e-02 0.007372473 0.0208309307 0.038491565
## 9 0.0148468496 4.276145e-04 0.005165856 0.0148577288 0.025772344
## 10 0.0040677660 2.141525e-02 0.008644322 0.0009013305 0.021310837
## 11 0.0156594331 7.727190e-03 0.017799228 0.0147265770 0.008028780
## 12 0.0011228177 3.687112e-03 0.001709257 0.0062403701 0.029075916
## 13 0.0162968841 8.809708e-05 0.040440421 0.0450641610 0.001704745
## 14 0.0219960654 3.254416e-03 0.005851927 0.0061513152 0.039293818
## 15 0.0135859381 1.962375e-02 0.009611119 0.0163555965 0.003928029
## 16 0.0096893428 1.235315e-02 0.013607762 0.0082460644 0.005577876
## 17 0.0020170834 1.394812e-02 0.000675580 0.0184273011 0.013466885
## 18 0.0212188283 1.696439e-02 0.019034109 0.0278684969 0.028509583
## 19 0.0095583605 2.553716e-02 0.018831624 0.0230699522 0.016354963
## 20 0.0004688775 6.352392e-03 0.005535342 0.0028123314 0.009197704
## 21 0.0105872301 5.668942e-03 0.044523392 0.0329795439 0.005909433
## PC52.24 PC53.24 PC54.24 PC55.24 PC56.24
## 1 0.027658524 0.002635383 0.002647089 0.016857077 0.0009952676
## 2 0.004889472 0.024011055 0.003472241 0.009614488 0.0287811963
## 3 0.003781265 0.001241339 0.011797657 0.012568996 0.0145767767
## 4 0.024887811 0.007398414 0.011196317 0.006730523 0.0091918884
## 5 0.009049887 0.012093233 0.011723738 0.001936032 0.0031441580
## 6 0.018993334 0.006851042 0.009035373 0.010791443 0.0206791847
## 7 0.026137646 0.032660569 0.014328304 0.001738173 0.0148300282
## 8 0.004252518 0.026489509 0.015471750 0.009970268 0.0171239753
## 9 0.010937998 0.001083160 0.015396233 0.013479246 0.0058437591
## 10 0.026298120 0.035015634 0.016470599 0.023857017 0.0080749649
## 11 0.020504678 0.009120534 0.025285093 0.021448616 0.0049754763
## 12 0.002930999 0.037960831 0.032057193 0.002701520 0.0086863854
## 13 0.002983082 0.003351440 0.015396036 0.001909226 0.0220527414
## 14 0.033265264 0.001446061 0.012582795 0.010956228 0.0011959113
## 15 0.005412476 0.012177019 0.018651893 0.016706713 0.0302823006
## 16 0.022300422 0.009894996 0.002154056 0.022890080 0.0066379636
## 17 0.027534465 0.007970080 0.002766223 0.004549498 0.0181389022
## 18 0.018949358 0.023989658 0.022940531 0.019956413 0.0014114125
## 19 0.003342822 0.004958112 0.032908897 0.012745760 0.0212585522
## 20 0.032923408 0.011659071 0.023226149 0.025933102 0.0181915709
## 21 0.011698836 0.001464765 0.014951430 0.026834064 0.0015088859
## PC57.24 PC58.24 PC59.24 PC60.24 PC61.24
## 1 2.822010e-03 0.0055128938 0.0008688294 0.0223367110 0.001179959
## 2 8.437052e-03 0.0209606836 0.0001859973 0.0081974840 0.007794702
## 3 2.333531e-02 0.0436314943 0.0047447292 0.0121932220 0.039390116
## 4 1.357791e-02 0.0152486166 0.0036510912 0.0218361221 0.011779554
## 5 1.043155e-02 0.0053606678 0.0107233646 0.0112861807 0.005941724
## 6 1.081437e-03 0.0044385602 0.0053523100 0.0112577741 0.010321521
## 7 1.401473e-02 0.0322233127 0.0106048859 0.0050090322 0.002587240
## 8 2.042082e-02 0.0365678794 0.0002426167 0.0027713080 0.014388079
## 9 3.489686e-02 0.0081864685 0.0082769177 0.0149502251 0.002828793
## 10 1.831849e-02 0.0116716019 0.0049112652 0.0136558565 0.028815366
## 11 1.764539e-02 0.0127410397 0.0018245179 0.0124205041 0.018988928
## 12 2.566853e-02 0.0128126667 0.0114304209 0.0201215702 0.015869348
## 13 1.894987e-02 0.0057354535 0.0177952340 0.0109030140 0.007424051
## 14 2.030594e-02 0.0113508668 0.0170113237 0.0178330426 0.016984420
## 15 6.870612e-04 0.0012665386 0.0265810576 0.0006534196 0.004606716
## 16 1.506002e-02 0.0125730627 0.0070863118 0.0161317622 0.021836115
## 17 5.190003e-05 0.0097139029 0.0465074616 0.0327891300 0.005858272
## 18 3.457381e-02 0.0005703724 0.0018083873 0.0071341350 0.028753872
## 19 4.880840e-03 0.0320283684 0.0203038577 0.0109428327 0.008456194
## 20 1.999525e-02 0.0091488981 0.0108802410 0.0258148884 0.016587886
## 21 2.777578e-02 0.0078703641 0.0014461747 0.0207702826 0.023094159
## PC62.24 PC63.24 PC64.24 PC65.24 PC66.24
## 1 0.0069445754 0.025170782 0.023709968 0.032287596 0.0041561796
## 2 0.0067100558 0.014677214 0.000124328 0.009623472 0.0105786711
## 3 0.0175876442 0.019908384 0.019797981 0.011752855 0.0176840542
## 4 0.0142687579 0.002854571 0.021157307 0.011030383 0.0036328731
## 5 0.0234319257 0.045107518 0.006015722 0.028748273 0.0134477936
## 6 0.0237657946 0.039822685 0.002206113 0.010377480 0.0074317565
## 7 0.0372843347 0.001782576 0.032788913 0.019945987 0.0258698679
## 8 0.0124579160 0.005536458 0.017656771 0.010379992 0.0001655415
## 9 0.0085221090 0.003799427 0.036784800 0.017382709 0.0034344512
## 10 0.0373239206 0.004176477 0.007986529 0.012964563 0.0239976262
## 11 0.0200988905 0.019861377 0.007043577 0.028285048 0.0411751488
## 12 0.0223570487 0.012143539 0.041621206 0.023021525 0.0159150690
## 13 0.0128791331 0.021296507 0.004303212 0.025370498 0.0050156885
## 14 0.0006758373 0.004312326 0.004573015 0.022077595 0.0084886016
## 15 0.0382235860 0.034743555 0.007743510 0.010017683 0.0162994606
## 16 0.0191882290 0.003004076 0.011961861 0.022211332 0.0290493460
## 17 0.0087468265 0.002526312 0.018243552 0.008007964 0.0163192854
## 18 0.0022581916 0.006231804 0.022999685 0.004484612 0.0494768452
## 19 0.0109221520 0.023620548 0.037046776 0.003178783 0.0098987956
## 20 0.0295861388 0.018921778 0.008656275 0.011889431 0.0138594518
## 21 0.0061651173 0.016431445 0.001978449 0.007478598 0.0139022882
## PC67.24 PC68.24 programN.25
## 1 0.023535112 0.001711083 Kinesiology
## 2 0.016043622 0.012191777 Higher.and.Postsecondary.Education
## 3 0.058267886 0.014258332 Bilingual.Bicultural.Education
## 4 0.009627359 0.002717005 Inclusive.Education
## 5 0.027817251 0.010948164 Art.Education
## 6 0.016020983 0.019939570 Design.and.Development.of.Digital.Games
## 7 0.024302939 0.023864415 Arts.Administration
## 8 0.001124378 0.021432177 Linguistics
## 9 0.008699730 0.035669004 Social.Organizational.Psychology
## 10 0.004366769 0.030231825 Anthropology
## 11 0.011310675 0.027398185 Nutrition
## 12 0.002720838 0.019958390 Mathematics
## 13 0.023712651 0.023748878 Behavior.Analysis
## 14 0.006659960 0.011688841 Physical.Education
## 15 0.013466340 0.026122526 Gifted.Education
## 16 0.013784174 0.028552006 Physiology
## 17 0.013331157 0.022138843 College.Advising
## 18 0.014794432 0.005988132 Reading
## 19 0.019402486 0.009317544 Health.Education
## 20 0.026976120 0.001241006 School.Psychology
## 21 0.002545210 0.016856055 Private.School.Leadership
## PC1.25 PC2.25 PC3.25 PC4.25 PC5.25
## 1 9.196925e-03 0.037890503 0.009802573 0.0022344096 6.726859e-03
## 2 7.527071e-03 0.011385278 0.013045967 0.0046004348 3.082268e-02
## 3 2.760691e-02 0.013406975 0.006811021 0.0283298432 5.426524e-03
## 4 1.706151e-02 0.010920638 0.003218646 0.0005861185 2.238350e-02
## 5 1.555650e-02 0.002048307 0.008931075 0.0020734548 2.293311e-02
## 6 6.355681e-03 0.014408881 0.044990699 0.0313386025 1.209934e-02
## 7 3.079837e-02 0.007006109 0.024749441 0.0064167536 2.809094e-02
## 8 4.947331e-03 0.007329538 0.006587999 0.0541071873 2.084087e-02
## 9 3.184102e-02 0.008441504 0.011637985 0.0017916352 9.742845e-03
## 10 7.248618e-03 0.011392533 0.005047288 0.0249333296 1.411478e-02
## 11 1.309656e-02 0.017259920 0.016846899 0.0025104521 3.856389e-03
## 12 4.774164e-03 0.001823151 0.046388770 0.0087165361 1.878698e-02
## 13 1.179216e-02 0.029442142 0.017219938 0.0091451693 3.089912e-03
## 14 5.059954e-05 0.029865684 0.017298115 0.0069405861 5.902268e-05
## 15 9.288762e-03 0.004412504 0.018760013 0.0173694849 2.369249e-02
## 16 1.457407e-02 0.036751371 0.003796706 0.0192356188 5.857138e-03
## 17 2.034854e-02 0.009774807 0.016338615 0.0086642029 2.437320e-02
## 18 2.044067e-02 0.001183486 0.007979803 0.0150766710 2.844347e-02
## 19 8.928727e-03 0.034147806 0.014306997 0.0188519367 5.280302e-03
## 20 1.415833e-02 0.011341619 0.009069789 0.0053335676 6.691396e-03
## 21 2.959107e-02 0.009104437 0.004187701 0.0035497901 3.099537e-02
## PC6.25 PC7.25 PC8.25 PC9.25 PC10.25
## 1 0.010051116 0.005571745 0.0115191229 0.003794105 0.014654090
## 2 0.040272261 0.018306981 0.0123599959 0.025183963 0.016280982
## 3 0.018713220 0.028402924 0.0043779484 0.021853686 0.022701633
## 4 0.029782550 0.015254051 0.0071218003 0.009367531 0.018008326
## 5 0.008990533 0.024412423 0.0067335669 0.001048565 0.035493921
## 6 0.020042351 0.003449517 0.0046244582 0.003947530 0.017531683
## 7 0.009918087 0.005405654 0.0080879877 0.015575526 0.001727470
## 8 0.002524565 0.023404781 0.0170624568 0.012953165 0.034366643
## 9 0.013647755 0.003289798 0.0243186267 0.021943755 0.013233637
## 10 0.020741605 0.025954417 0.0122898292 0.025212914 0.011360764
## 11 0.023583443 0.001032978 0.0009109188 0.045414953 0.002881366
## 12 0.007453833 0.011699476 0.0227874887 0.005242621 0.026662334
## 13 0.011422446 0.002099494 0.0218668887 0.019010098 0.007569447
## 14 0.001043902 0.010912656 0.0181621668 0.021004884 0.013219025
## 15 0.002782173 0.045686018 0.0320883183 0.016162825 0.004063416
## 16 0.004765513 0.008507044 0.0121030646 0.013003430 0.009989580
## 17 0.014677169 0.010972374 0.0150352054 0.001865618 0.019929271
## 18 0.013120434 0.002924724 0.0232753503 0.004192322 0.013178618
## 19 0.029249799 0.006062952 0.0003695185 0.024513906 0.019777162
## 20 0.036556087 0.011510206 0.0160879548 0.031969633 0.003929108
## 21 0.026791143 0.010369450 0.0083654759 0.004407586 0.001812960
## PC11.25 PC12.25 PC13.25 PC14.25 PC15.25
## 1 0.0109812550 0.0239193785 0.0134701839 0.0343205910 0.0247863002
## 2 0.0088637080 0.0249752874 0.0073904401 0.0067210128 0.0006386207
## 3 0.0266235598 0.0052358326 0.0100731292 0.0011944513 0.0094952899
## 4 0.0356482459 0.0137136493 0.0006533485 0.0122610400 0.0203852487
## 5 0.0342816576 0.0240988723 0.0317734411 0.0082763818 0.0147341776
## 6 0.0086196215 0.0221749270 0.0136066046 0.0265153220 0.0178325436
## 7 0.0087334005 0.0087509141 0.0006597047 0.0038522310 0.0112515795
## 8 0.0109762958 0.0037057055 0.0193361508 0.0029508998 0.0103048342
## 9 0.0333162842 0.0272401083 0.0183521730 0.0152088065 0.0158927740
## 10 0.0001411341 0.0119957487 0.0211476083 0.0032106535 0.0351065308
## 11 0.0395301337 0.0195839091 0.0253531468 0.0080098225 0.0134819521
## 12 0.0073517062 0.0002360754 0.0128182972 0.0397456821 0.0241197802
## 13 0.0068611686 0.0031847347 0.0237433847 0.0428121100 0.0074475140
## 14 0.0027637630 0.0182589908 0.0120707436 0.0102297713 0.0073438464
## 15 0.0056499626 0.0338970155 0.0208054594 0.0158050107 0.0093776443
## 16 0.0350039915 0.0168262986 0.0110960670 0.0001699382 0.0058982743
## 17 0.0243791447 0.0016677943 0.0382673370 0.0058974183 0.0192748262
## 18 0.0151928942 0.0324319381 0.0292802971 0.0019190352 0.0107043676
## 19 0.0122948945 0.0257553935 0.0306201751 0.0212227537 0.0072622281
## 20 0.0041003550 0.0029588824 0.0018835188 0.0346521165 0.0262572483
## 21 0.0009176543 0.0092987109 0.0067930806 0.0341636252 0.0095813212
## PC16.25 PC17.25 PC18.25 PC19.25 PC20.25
## 1 0.028416728 0.006206887 0.0040876066 0.013931527 0.002792422
## 2 0.024005827 0.007888218 0.0093953359 0.029620606 0.022506086
## 3 0.015421788 0.004293086 0.0015598852 0.001341294 0.015515080
## 4 0.012446626 0.028783254 0.0449375971 0.010910470 0.013056997
## 5 0.042387978 0.009908243 0.0104051803 0.008058136 0.008551660
## 6 0.011643175 0.005658563 0.0213273553 0.010235224 0.001633480
## 7 0.012968430 0.003932161 0.0203053583 0.010654843 0.032358351
## 8 0.014187673 0.003914251 0.0034113469 0.018170476 0.015847075
## 9 0.018681853 0.001557937 0.0133839943 0.012185373 0.002579359
## 10 0.046731327 0.011973868 0.0201153284 0.002505940 0.007557299
## 11 0.005945587 0.019876589 0.0047318980 0.004573153 0.006173864
## 12 0.020222250 0.004675491 0.0001654039 0.001707040 0.037763175
## 13 0.008750594 0.024097990 0.0096858683 0.048701596 0.013158863
## 14 0.033150723 0.036277808 0.0156848230 0.014728741 0.036556839
## 15 0.004570248 0.025227145 0.0140183587 0.013188328 0.001946306
## 16 0.018227567 0.009026677 0.0149678383 0.012278341 0.021873948
## 17 0.012794286 0.035515685 0.0147640123 0.014235093 0.033777986
## 18 0.006045508 0.036086149 0.0194168319 0.039566429 0.034915387
## 19 0.005321750 0.021123601 0.0125916567 0.011270142 0.009007826
## 20 0.005438831 0.035032076 0.0410151501 0.001880376 0.019524309
## 21 0.005696281 0.005277184 0.0307545765 0.005755969 0.013616821
## PC21.25 PC22.25 PC23.25 PC24.25 PC25.25
## 1 0.0238347136 0.0006358971 0.0008849579 0.005184798 0.0039431454
## 2 0.0305448728 0.0142068481 0.0062735829 0.006363002 0.0106783307
## 3 0.0197209359 0.0186489576 0.0332444700 0.004169608 0.0044132283
## 4 0.0002768048 0.0121534748 0.0227894270 0.024431939 0.0230774302
## 5 0.0032436272 0.0199219101 0.0063132496 0.015270130 0.0034042358
## 6 0.0017292281 0.0137213581 0.0244510058 0.013623170 0.0019594510
## 7 0.0205976022 0.0013819940 0.0161133976 0.023901620 0.0232217659
## 8 0.0054693550 0.0022308909 0.0022464918 0.043122127 0.0069656442
## 9 0.0008305934 0.0269720332 0.0159834312 0.020503134 0.0015980783
## 10 0.0333240794 0.0124656428 0.0188872029 0.015132753 0.0009102206
## 11 0.0056299816 0.0279877482 0.0083179536 0.011532884 0.0056323336
## 12 0.0047122443 0.0268411053 0.0098161939 0.005973932 0.0186116710
## 13 0.0161358669 0.0114544619 0.0052346942 0.010229317 0.0128940564
## 14 0.0342972096 0.0079446947 0.0056264142 0.009738142 0.0145093442
## 15 0.0109215036 0.0046198194 0.0074840154 0.005130577 0.0377828691
## 16 0.0014018943 0.0086863685 0.0061604518 0.009190241 0.0132747965
## 17 0.0041214729 0.0062544847 0.0258136432 0.035024570 0.0188720143
## 18 0.0136972845 0.0012552236 0.0014978695 0.016053221 0.0173883937
## 19 0.0210301845 0.0095410886 0.0086409520 0.008264837 0.0025007969
## 20 0.0233258709 0.0249552189 0.0157821830 0.014091877 0.0083716108
## 21 0.0024203886 0.0336023085 0.0013435304 0.037590965 0.0009519840
## PC26.25 PC27.25 PC28.25 PC29.25 PC30.25
## 1 0.05392121 0.029626664 0.0110468411 0.0068904121 0.006011165
## 2 0.04479061 0.002534821 0.0051737310 0.0222391104 0.015189626
## 3 0.03330754 0.009299084 0.0177794941 0.0125933448 0.014068196
## 4 0.03164674 0.004983032 0.0307676886 0.0139480559 0.042075860
## 5 0.03132472 0.003351852 0.0108956346 0.0104823904 0.042617037
## 6 0.03117085 0.014719210 0.0156336862 0.0088036535 0.012601867
## 7 0.02850893 0.004575269 0.0178182088 0.0342700445 0.016129744
## 8 0.02782080 0.023849425 0.0040261805 0.0014815269 0.009979675
## 9 0.02765649 0.015701324 0.0147401607 0.0144482302 0.005287862
## 10 0.02699610 0.033258648 0.0133339625 0.0308188180 0.004482350
## 11 0.02613334 0.024874627 0.0065751489 0.0578909358 0.005577981
## 12 0.02582242 0.004136018 0.0003579466 0.0324026923 0.001930179
## 13 0.02444012 0.010963900 0.0025146364 0.0107530676 0.008874186
## 14 0.02408094 0.028588230 0.0017089844 0.0387143272 0.002522182
## 15 0.02365839 0.023583957 0.0128267284 0.0068408549 0.003596600
## 16 0.02350619 0.030570803 0.0230332210 0.0311965366 0.015108464
## 17 0.02129501 0.012517448 0.0106559708 0.0135158414 0.005792605
## 18 0.01913637 0.026784552 0.0138769636 0.0004192801 0.018859996
## 19 0.01805353 0.011820683 0.0116804969 0.0186431509 0.007750826
## 20 0.01780766 0.006331016 0.0143919303 0.0080001191 0.021754064
## 21 0.01737458 0.022091746 0.0009106448 0.0063290486 0.026291000
## PC31.25 PC32.25 PC33.25 PC34.25 PC35.25
## 1 0.0107369635 0.0250431566 0.0318090459 0.002419800 0.012114321
## 2 0.0259975183 0.0002837276 0.0198939309 0.026455511 0.032195026
## 3 0.0173706689 0.0035978570 0.0144664079 0.004079093 0.011186146
## 4 0.0044997353 0.0119160664 0.0032904695 0.017535822 0.011778460
## 5 0.0344471057 0.0249055008 0.0074911357 0.010801554 0.002504887
## 6 0.0041743585 0.0029851974 0.0191147506 0.012025524 0.001355074
## 7 0.0155797126 0.0014454672 0.0009011486 0.009168805 0.024454564
## 8 0.0152637057 0.0162663946 0.0256329947 0.007418273 0.014077230
## 9 0.0190117255 0.0196204973 0.0170805627 0.025863755 0.014100095
## 10 0.0376564448 0.0214811413 0.0179679657 0.008651043 0.014940891
## 11 0.0296157903 0.0002693448 0.0026487843 0.013277942 0.022576989
## 12 0.0103903147 0.0189195769 0.0089904297 0.008740235 0.010714334
## 13 0.0069381244 0.0192701540 0.0143512800 0.003062263 0.013422757
## 14 0.0274013758 0.0120772967 0.0361447601 0.012751183 0.032732045
## 15 0.0082478218 0.0032412624 0.0084695108 0.012796032 0.022746635
## 16 0.0376367447 0.0208240629 0.0172165126 0.020880328 0.017956477
## 17 0.0006276715 0.0237316993 0.0118552631 0.006268324 0.017920449
## 18 0.0181028520 0.0031879592 0.0134600899 0.023201341 0.020187266
## 19 0.0093624979 0.0064832838 0.0417843271 0.028605599 0.009338729
## 20 0.0238827592 0.0172114354 0.0035637641 0.011769123 0.008310335
## 21 0.0031326326 0.0247618602 0.0039000671 0.027041277 0.012369938
## PC36.25 PC37.25 PC38.25 PC39.25 PC40.25
## 1 0.014210240 4.344355e-03 0.019864362 0.0166791630 0.0173417516
## 2 0.006607765 5.811690e-04 0.002713510 0.0237627252 0.0068078448
## 3 0.010576620 1.916197e-02 0.006130624 0.0111340485 0.0101693473
## 4 0.005876314 1.755962e-02 0.008483998 0.0194436570 0.0049116173
## 5 0.024866510 7.964189e-03 0.015840697 0.0054013909 0.0478201822
## 6 0.009789433 2.238283e-02 0.003711882 0.0139428249 0.0425738295
## 7 0.026771490 1.028535e-02 0.043045569 0.0119045030 0.0066468961
## 8 0.006708877 1.442340e-03 0.012314012 0.0237440060 0.0218981520
## 9 0.014276722 7.266692e-03 0.014308223 0.0030882929 0.0005811366
## 10 0.025192807 4.994889e-03 0.009268270 0.0079574468 0.0143241719
## 11 0.011282868 1.471242e-04 0.005862358 0.0174657127 0.0227976437
## 12 0.002502554 4.266231e-03 0.023206111 0.0006482205 0.0116785958
## 13 0.025463100 2.075243e-02 0.041365502 0.0298933449 0.0009579026
## 14 0.025934581 3.147825e-05 0.007395560 0.0015385472 0.0242319413
## 15 0.033959883 1.910361e-02 0.021678306 0.0317763927 0.0222364850
## 16 0.023148045 3.422518e-02 0.001936499 0.0225391866 0.0137636615
## 17 0.014725700 1.902170e-02 0.044370356 0.0013225617 0.0187690454
## 18 0.010501673 3.822905e-03 0.006886882 0.0139807889 0.0312479049
## 19 0.034246715 1.004410e-02 0.002584070 0.0109883234 0.0096932235
## 20 0.020877587 2.643552e-02 0.042190943 0.0269408502 0.0335487365
## 21 0.016596176 9.117328e-03 0.007285253 0.0103233842 0.0213056336
## PC41.25 PC42.25 PC43.25 PC44.25 PC45.25
## 1 2.946308e-02 0.019707696 0.005760452 0.0353090663 0.0123663905
## 2 2.964824e-02 0.010033015 0.015526534 0.0119409846 0.0064579627
## 3 3.134918e-02 0.019463983 0.041690854 0.0249021196 0.0147801457
## 4 1.654482e-02 0.006804155 0.025870268 0.0210734158 0.0227046753
## 5 2.879770e-02 0.026355901 0.005219606 0.0101290310 0.0270603752
## 6 3.224138e-03 0.032389904 0.007774936 0.0136248466 0.0068999177
## 7 1.045714e-02 0.003279043 0.012522541 0.0124287559 0.0361316279
## 8 5.180017e-05 0.006340144 0.007193893 0.0319733797 0.0012803085
## 9 1.472616e-02 0.004452173 0.022892589 0.0261319584 0.0231497086
## 10 1.496587e-02 0.004976429 0.002635585 0.0100842442 0.0018465310
## 11 2.937106e-02 0.008076627 0.008436541 0.0013950552 0.0011189952
## 12 2.736056e-02 0.006811210 0.000795879 0.0004903914 0.0004736047
## 13 1.524526e-02 0.035668891 0.005650095 0.0381013780 0.0192782502
## 14 3.123014e-04 0.004648366 0.013441862 0.0123416608 0.0354220058
## 15 2.779095e-02 0.020656333 0.020324925 0.0002421774 0.0105357764
## 16 1.823445e-02 0.023948767 0.008844516 0.0173245255 0.0045339670
## 17 9.751090e-03 0.005085027 0.028797715 0.0019139992 0.0182459258
## 18 1.924501e-02 0.006949625 0.037512499 0.0054688382 0.0025738545
## 19 1.664219e-03 0.005344702 0.005115243 0.0047047089 0.0247971524
## 20 1.469046e-02 0.005602204 0.013212907 0.0172855631 0.0139710414
## 21 1.723829e-03 0.040306414 0.036568891 0.0098255164 0.0053061046
## PC46.25 PC47.25 PC48.25 PC49.25 PC50.25
## 1 5.400196e-03 1.281306e-02 4.135378e-03 0.025434165 0.0019009680
## 2 1.728592e-02 1.347241e-02 1.725954e-02 0.001264596 0.0223537131
## 3 1.575423e-02 2.789976e-02 1.865224e-02 0.005286181 0.0258272228
## 4 1.964937e-02 2.199607e-02 3.254416e-03 0.005851927 0.0061513152
## 5 2.323178e-02 2.092366e-02 1.632153e-02 0.011960728 0.0203909090
## 6 1.543718e-02 1.854158e-02 9.676484e-03 0.012731327 0.0205016989
## 7 8.812361e-03 1.629688e-02 8.809708e-05 0.040440421 0.0450641610
## 8 3.594276e-03 1.575308e-02 8.018621e-03 0.001047132 0.0054458274
## 9 2.135217e-02 4.494576e-04 1.271611e-02 0.019931017 0.0288598698
## 10 2.202662e-02 1.947440e-03 1.100397e-02 0.004115277 0.0008671222
## 11 7.033337e-05 5.450552e-03 2.270086e-02 0.006134355 0.0248583148
## 12 1.786810e-03 2.121883e-02 1.696439e-02 0.019034109 0.0278684969
## 13 3.656155e-02 2.252380e-02 2.335923e-02 0.003357948 0.0181328516
## 14 2.421951e-03 3.000743e-05 5.979111e-03 0.003630809 0.0407831659
## 15 2.598531e-02 1.102959e-02 2.159048e-02 0.021740957 0.0212509860
## 16 7.415926e-03 4.281852e-03 1.911645e-02 0.005849950 0.0165306837
## 17 6.393659e-03 2.017083e-03 1.394812e-02 0.000675580 0.0184273011
## 18 4.765132e-03 4.688775e-04 6.352392e-03 0.005535342 0.0028123314
## 19 2.550465e-02 2.599387e-02 2.408479e-03 0.005842586 0.0050285835
## 20 2.314413e-02 1.577526e-02 2.516294e-03 0.001772171 0.0005050121
## 21 1.915336e-02 1.443687e-02 2.275667e-02 0.015081237 0.0012942469
## PC51.25 PC52.25 PC53.25 PC54.25 PC55.25
## 1 6.221899e-03 0.017400543 0.0003121021 0.0008153605 0.0002492435
## 2 7.432091e-03 0.015030708 0.0073035634 0.0042939071 0.0346327047
## 3 3.489990e-02 0.015408438 0.0240816375 0.0049659548 0.0207779032
## 4 3.929382e-02 0.033265264 0.0014460615 0.0125827955 0.0109562284
## 5 3.602512e-04 0.007965090 0.0003402151 0.0076261223 0.0089668291
## 6 2.891234e-02 0.021633326 0.0403311456 0.0005479920 0.0506128239
## 7 1.704745e-03 0.002983082 0.0033514398 0.0153960358 0.0019092258
## 8 5.053185e-05 0.010399101 0.0050398196 0.0156212113 0.0375884773
## 9 1.170859e-02 0.023421432 0.0215750735 0.0161880548 0.0085273782
## 10 9.506547e-03 0.001165739 0.0210651750 0.0232125969 0.0260020882
## 11 1.741476e-02 0.003283311 0.0161508867 0.0250851364 0.0044339644
## 12 2.850958e-02 0.018949358 0.0239896580 0.0229405306 0.0199564132
## 13 2.769138e-03 0.012012841 0.0220259129 0.0111204576 0.0003648512
## 14 1.535926e-02 0.019407217 0.0042436624 0.0044914288 0.0045247583
## 15 1.154773e-02 0.018993334 0.0068510418 0.0090353732 0.0107914432
## 16 3.794714e-02 0.008881274 0.0035079314 0.0166824679 0.0104525930
## 17 1.346689e-02 0.027534465 0.0079700799 0.0027662226 0.0045494981
## 18 9.197704e-03 0.032923408 0.0116590708 0.0232261491 0.0259331015
## 19 1.411048e-02 0.007149243 0.0356010823 0.0356283377 0.0108775144
## 20 2.387697e-03 0.000584539 0.0294181547 0.0102268671 0.0117759579
## 21 1.430636e-02 0.004316882 0.0178186376 0.0018797221 0.0209410722
## PC56.25 PC57.25 PC58.25 PC59.25 PC60.25
## 1 0.001332933 2.405965e-03 0.0205310620 0.012657808 0.030495142
## 2 0.003893830 6.088869e-03 0.0330127589 0.014603257 0.003578772
## 3 0.017428398 9.265319e-03 0.0150806355 0.004575406 0.005582064
## 4 0.001195911 2.030594e-02 0.0113508668 0.017011324 0.017833043
## 5 0.014011081 2.796952e-03 0.0117947049 0.003531238 0.005418273
## 6 0.012597320 6.417965e-04 0.0052174617 0.012555791 0.001549461
## 7 0.022052741 1.894987e-02 0.0057354535 0.017795234 0.010903014
## 8 0.006718680 2.417361e-02 0.0030323568 0.053081504 0.003391995
## 9 0.016862741 1.525415e-02 0.0143262533 0.021239601 0.025083607
## 10 0.025639038 1.590431e-02 0.0095231596 0.023253109 0.015746772
## 11 0.018716282 8.755823e-03 0.0163066446 0.016133556 0.041175341
## 12 0.001411413 3.457381e-02 0.0005703724 0.001808387 0.007134135
## 13 0.007734891 1.916477e-02 0.0083703260 0.006129549 0.006920273
## 14 0.002689684 1.936431e-02 0.0014099180 0.002274684 0.034429501
## 15 0.020679185 1.081437e-03 0.0044385602 0.005352310 0.011257774
## 16 0.034062923 4.179932e-03 0.0322035596 0.011445584 0.017631436
## 17 0.018138902 5.190003e-05 0.0097139029 0.046507462 0.032789130
## 18 0.018191571 1.999525e-02 0.0091488981 0.010880241 0.025814888
## 19 0.010673036 1.599710e-03 0.0075136757 0.015502514 0.052795819
## 20 0.033787708 2.138958e-04 0.0055600502 0.018075108 0.008215513
## 21 0.012542440 9.711272e-03 0.0167199056 0.009112724 0.006072856
## PC61.25 PC62.25 PC63.25 PC64.25 PC65.25
## 1 0.0104460853 1.434160e-03 0.0521647928 0.015758958 0.012874701
## 2 0.0378627010 5.669022e-04 0.0102937100 0.025733704 0.008161305
## 3 0.0033816502 2.570915e-02 0.0191843733 0.009748821 0.024941440
## 4 0.0169844203 6.758373e-04 0.0043123255 0.004573015 0.022077595
## 5 0.0018429547 1.288904e-02 0.0257574396 0.016528538 0.008305204
## 6 0.0250534539 2.424925e-02 0.0127347178 0.000350217 0.015659953
## 7 0.0074240515 1.287913e-02 0.0212965070 0.004303212 0.025370498
## 8 0.0181095413 3.451716e-04 0.0264905672 0.040198387 0.026674624
## 9 0.0276943342 3.650433e-02 0.0112626275 0.010681433 0.015222391
## 10 0.0087711047 2.148573e-02 0.0173342774 0.008163954 0.007822644
## 11 0.0001218313 1.265646e-02 0.0188375284 0.025882548 0.006652772
## 12 0.0287538718 2.258192e-03 0.0062318038 0.022999685 0.004484612
## 13 0.0096855300 5.270374e-03 0.0104825716 0.005551597 0.014571146
## 14 0.0105699581 9.894929e-03 0.0117220517 0.011285661 0.004912056
## 15 0.0103215209 2.376579e-02 0.0398226846 0.002206113 0.010377480
## 16 0.0009550841 3.938723e-03 0.0009389781 0.002068094 0.026523212
## 17 0.0058582721 8.746826e-03 0.0025263123 0.018243552 0.008007964
## 18 0.0165878861 2.958614e-02 0.0189217779 0.008656275 0.011889431
## 19 0.0028280140 2.505668e-02 0.0156874181 0.014973056 0.010184212
## 20 0.0211962649 6.059957e-06 0.0055376059 0.019795312 0.015575552
## 21 0.0128142476 6.510743e-02 0.0011954156 0.003406035 0.008064042
## PC66.25 PC67.25 PC68.25
## 1 0.020570655 0.020871651 0.0024669852
## 2 0.009185125 0.007234322 0.0099774894
## 3 0.032972251 0.009886671 0.0156976393
## 4 0.008488602 0.006659960 0.0116888410
## 5 0.013816156 0.003404221 0.0023676781
## 6 0.017530809 0.018585460 0.0159891192
## 7 0.005015689 0.023712651 0.0237488777
## 8 0.019508073 0.003354950 0.0006156937
## 9 0.005009302 0.038402128 0.0192793011
## 10 0.033123151 0.012292413 0.0122383227
## 11 0.006601839 0.013607617 0.0115046748
## 12 0.049476845 0.014794432 0.0059881318
## 13 0.018929406 0.006171772 0.0203638845
## 14 0.010866110 0.016552708 0.0102158371
## 15 0.007431757 0.016020983 0.0199395695
## 16 0.032522131 0.008916730 0.0119576270
## 17 0.016319285 0.013331157 0.0221388427
## 18 0.013859452 0.026976120 0.0012410059
## 19 0.023423474 0.007941836 0.0196420568
## 20 0.012839794 0.021742169 0.0007237298
## 21 0.007152437 0.009976382 0.0225654471
## programN.26 PC1.26 PC2.26
## 1 Spirituality.Mind.Body 1.896285e-02 0.025446601
## 2 Cooperation.and.Conflict.Resolution 3.050954e-02 0.008861744
## 3 School.Principals 3.192137e-02 0.005382745
## 4 Cognitive.Science 4.729092e-04 0.017468663
## 5 Anthropology 7.248618e-03 0.011392533
## 6 Physiology 1.457407e-02 0.036751371
## 7 Kinesiology 9.196925e-03 0.037890503
## 8 Physical.Education 5.059954e-05 0.029865684
## 9 Teaching.English 1.448270e-02 0.010533581
## 10 Education.Leadership 2.398176e-02 0.004788017
## 11 Creative.Technologies 6.303883e-03 0.009043693
## 12 English.Education 9.278718e-03 0.003928365
## 13 Reading 2.044067e-02 0.001183486
## 14 Nursing 6.894445e-04 0.031856095
## 15 Nutrition 1.309656e-02 0.017259920
## 16 Linguistics 4.947331e-03 0.007329538
## 17 Leadership 2.906756e-02 0.008565375
## 18 Gifted.Education 9.288762e-03 0.004412504
## 19 Private.School.Leadership 2.959107e-02 0.009104437
## 20 Economics.and.Education 3.359183e-02 0.008906657
## 21 Clinical.Psychology 2.220278e-02 0.037195249
## PC3.26 PC4.26 PC5.26 PC6.26 PC7.26
## 1 0.0047636957 0.001337290 2.704933e-02 0.015386304 0.019875643
## 2 0.0055603952 0.005966753 3.008791e-03 0.004433728 0.014577912
## 3 0.0059569597 0.001471718 7.939695e-03 0.009574463 0.023118124
## 4 0.0481096185 0.022469258 9.744760e-03 0.012069745 0.007918463
## 5 0.0050472881 0.024933330 1.411478e-02 0.020741605 0.025954417
## 6 0.0037967058 0.019235619 5.857138e-03 0.004765513 0.008507044
## 7 0.0098025730 0.002234410 6.726859e-03 0.010051116 0.005571745
## 8 0.0172981154 0.006940586 5.902268e-05 0.001043902 0.010912656
## 9 0.0010454784 0.046509906 1.559886e-03 0.009315621 0.008608775
## 10 0.0006161223 0.014156687 2.575044e-02 0.003675215 0.014110727
## 11 0.0385378293 0.017902383 4.379405e-03 0.016480590 0.015249997
## 12 0.0054881232 0.053140566 9.994085e-03 0.005741980 0.008528871
## 13 0.0079798028 0.015076671 2.844347e-02 0.013120434 0.002924724
## 14 0.0102831322 0.014918717 1.953290e-02 0.013044813 0.008519062
## 15 0.0168468987 0.002510452 3.856389e-03 0.023583443 0.001032978
## 16 0.0065879987 0.054107187 2.084087e-02 0.002524565 0.023404781
## 17 0.0086364809 0.030922191 3.686220e-03 0.001873105 0.003692028
## 18 0.0187600132 0.017369485 2.369249e-02 0.002782173 0.045686018
## 19 0.0041877010 0.003549790 3.099537e-02 0.026791143 0.010369450
## 20 0.0028566709 0.019199586 1.820501e-02 0.001985077 0.007871655
## 21 0.0031620282 0.001190155 4.759591e-03 0.014555141 0.020461037
## PC8.26 PC9.26 PC10.26 PC11.26 PC12.26
## 1 0.0018854097 0.031791399 0.0086626499 6.241734e-04 0.003869211
## 2 0.0086628587 0.029455859 0.0198420109 1.025170e-02 0.024695811
## 3 0.0059212074 0.037217360 0.0069371263 3.425214e-03 0.011983355
## 4 0.0089828445 0.009327772 0.0019688466 3.248569e-02 0.001500996
## 5 0.0122898292 0.025212914 0.0113607637 1.411341e-04 0.011995749
## 6 0.0121030646 0.013003430 0.0099895795 3.500399e-02 0.016826299
## 7 0.0115191229 0.003794105 0.0146540900 1.098126e-02 0.023919379
## 8 0.0181621668 0.021004884 0.0132190247 2.763763e-03 0.018258991
## 9 0.0171062957 0.008709267 0.0001295534 6.678637e-03 0.028828935
## 10 0.0126121955 0.002085505 0.0382958480 1.800750e-02 0.019437492
## 11 0.0294834356 0.010511664 0.0101118600 1.518499e-02 0.004083316
## 12 0.0073043121 0.005619475 0.0274263942 5.615917e-03 0.007881216
## 13 0.0232753503 0.004192322 0.0131786178 1.519289e-02 0.032431938
## 14 0.0026309260 0.005337466 0.0235534283 6.672129e-05 0.005624662
## 15 0.0009109188 0.045414953 0.0028813655 3.953013e-02 0.019583909
## 16 0.0170624568 0.012953165 0.0343666431 1.097630e-02 0.003705706
## 17 0.0135943024 0.014778634 0.0115999829 1.632252e-02 0.056382300
## 18 0.0320883183 0.016162825 0.0040634158 5.649963e-03 0.033897016
## 19 0.0083654759 0.004407586 0.0018129601 9.176543e-04 0.009298711
## 20 0.0097133290 0.017746346 0.0159588397 1.044750e-02 0.009214677
## 21 0.0096703098 0.007534750 0.0044329389 3.156260e-04 0.021808217
## PC13.26 PC14.26 PC15.26 PC16.26 PC17.26
## 1 0.0037619987 3.345704e-02 0.0048381914 0.010811923 0.0056265415
## 2 0.0181019454 9.416753e-03 0.0171002435 0.002798045 0.0004136718
## 3 0.0005246415 8.410295e-03 0.0228167640 0.007366102 0.0011797135
## 4 0.0005854564 3.172296e-03 0.0060985846 0.005252680 0.0257481358
## 5 0.0211476083 3.210653e-03 0.0351065308 0.046731327 0.0119738679
## 6 0.0110960670 1.699382e-04 0.0058982743 0.018227567 0.0090266772
## 7 0.0134701839 3.432059e-02 0.0247863002 0.028416728 0.0062068874
## 8 0.0120707436 1.022977e-02 0.0073438464 0.033150723 0.0362778080
## 9 0.0103141677 1.083284e-02 0.0152688829 0.012637434 0.0253689631
## 10 0.0134708181 5.203234e-02 0.0166055939 0.005221424 0.0363839623
## 11 0.0175345238 8.110235e-05 0.0111792907 0.025003269 0.0157504987
## 12 0.0034628875 7.916287e-04 0.0242523151 0.024049301 0.0088987259
## 13 0.0292802971 1.919035e-03 0.0107043676 0.006045508 0.0360861494
## 14 0.0186608463 1.350713e-02 0.0159261432 0.014508125 0.0233019901
## 15 0.0253531468 8.009822e-03 0.0134819521 0.005945587 0.0198765891
## 16 0.0193361508 2.950900e-03 0.0103048342 0.014187673 0.0039142510
## 17 0.0143564240 2.080775e-02 0.0043913482 0.016402759 0.0003313023
## 18 0.0208054594 1.580501e-02 0.0093776443 0.004570248 0.0252271450
## 19 0.0067930806 3.416363e-02 0.0095813212 0.005696281 0.0052771841
## 20 0.0059522552 3.166396e-02 0.0001306213 0.004179001 0.0278652033
## 21 0.0003086636 6.200889e-03 0.0038287891 0.004582990 0.0406961358
## PC18.26 PC19.26 PC20.26 PC21.26 PC22.26
## 1 0.025374526 0.028356459 0.001906876 0.013795448 0.0020790636
## 2 0.003291344 0.036081187 0.022488120 0.018919723 0.0118203821
## 3 0.026619852 0.007934219 0.012425224 0.027097453 0.0156037082
## 4 0.010736036 0.029120880 0.006395776 0.029878955 0.0125719028
## 5 0.020115328 0.002505940 0.007557299 0.033324079 0.0124656428
## 6 0.014967838 0.012278341 0.021873948 0.001401894 0.0086863685
## 7 0.004087607 0.013931527 0.002792422 0.023834714 0.0006358971
## 8 0.015684823 0.014728741 0.036556839 0.034297210 0.0079446947
## 9 0.038138930 0.020365340 0.012719123 0.008925855 0.0224100466
## 10 0.009352064 0.007566880 0.011437563 0.012036774 0.0064925523
## 11 0.007826559 0.027600464 0.025465545 0.023831901 0.0115289516
## 12 0.037376042 0.029610708 0.022473493 0.011950370 0.0140340932
## 13 0.019416832 0.039566429 0.034915387 0.013697285 0.0012552236
## 14 0.039299154 0.023920715 0.018546330 0.011172795 0.0175862325
## 15 0.004731898 0.004573153 0.006173864 0.005629982 0.0279877482
## 16 0.003411347 0.018170476 0.015847075 0.005469355 0.0022308909
## 17 0.012428298 0.016248758 0.004222065 0.003420244 0.0006403948
## 18 0.014018359 0.013188328 0.001946306 0.010921504 0.0046198194
## 19 0.030754576 0.005755969 0.013616821 0.002420389 0.0336023085
## 20 0.013315030 0.005162463 0.013509464 0.014296106 0.0406304943
## 21 0.004627692 0.009859608 0.008355508 0.006551820 0.0112093208
## PC23.26 PC24.26 PC25.26 PC26.26 PC27.26
## 1 0.0175142368 0.0142397749 0.0143823355 0.016157291 0.04512638
## 2 0.0049096222 0.0191033895 0.0214518746 0.014102336 0.04256994
## 3 0.0046287358 0.0008539759 0.0121269114 0.003731927 0.03426313
## 4 0.0163724528 0.0226486866 0.0065363706 0.009058300 0.03396950
## 5 0.0188872029 0.0151327532 0.0009102206 0.026996103 0.03325865
## 6 0.0061604518 0.0091902405 0.0132747965 0.023506191 0.03057080
## 7 0.0008849579 0.0051847978 0.0039431454 0.053921207 0.02962666
## 8 0.0056264142 0.0097381422 0.0145093442 0.024080936 0.02858823
## 9 0.0220864526 0.0111435918 0.0170305855 0.013441267 0.02858365
## 10 0.0250909792 0.0076141741 0.0108427881 0.007009874 0.02788294
## 11 0.0006137766 0.0009855782 0.0530934386 0.010075115 0.02729415
## 12 0.0073401987 0.0269439299 0.0029602518 0.017200132 0.02719924
## 13 0.0014978695 0.0160532210 0.0173883937 0.019136366 0.02678455
## 14 0.0174102795 0.0063199884 0.0417411276 0.011241012 0.02653130
## 15 0.0083179536 0.0115328840 0.0056323336 0.026133338 0.02487463
## 16 0.0022464918 0.0431221266 0.0069656442 0.027820804 0.02384943
## 17 0.0259457104 0.0174972465 0.0102407774 0.006225971 0.02375723
## 18 0.0074840154 0.0051305775 0.0377828691 0.023658391 0.02358396
## 19 0.0013435304 0.0375909646 0.0009519840 0.017374584 0.02209175
## 20 0.0070842949 0.0185943544 0.0108446146 0.005448896 0.01884507
## 21 0.0065323858 0.0153950713 0.0143380328 0.013404488 0.01690602
## PC28.26 PC29.26 PC30.26 PC31.26 PC32.26
## 1 0.0047443445 0.0131365729 0.008298456 0.012642267 0.0236805934
## 2 0.0387244870 0.0198672945 0.025893148 0.016602222 0.0197211485
## 3 0.0073784583 0.0115641384 0.016306145 0.004191767 0.0222702856
## 4 0.0117121742 0.0232502842 0.010491023 0.028416820 0.0034747865
## 5 0.0133339625 0.0308188180 0.004482350 0.037656445 0.0214811413
## 6 0.0230332210 0.0311965366 0.015108464 0.037636745 0.0208240629
## 7 0.0110468411 0.0068904121 0.006011165 0.010736963 0.0250431566
## 8 0.0017089844 0.0387143272 0.002522182 0.027401376 0.0120772967
## 9 0.0224131810 0.0151838143 0.039467916 0.018539128 0.0267766508
## 10 0.0084579786 0.0042752736 0.014400389 0.003058439 0.0104223994
## 11 0.0334229386 0.0053218395 0.019245694 0.020241797 0.0150279708
## 12 0.0127030288 0.0164621682 0.029320502 0.010651582 0.0200756744
## 13 0.0138769636 0.0004192801 0.018859996 0.018102852 0.0031879592
## 14 0.0412219433 0.0213847071 0.011077504 0.005863882 0.0161011067
## 15 0.0065751489 0.0578909358 0.005577981 0.029615790 0.0002693448
## 16 0.0040261805 0.0014815269 0.009979675 0.015263706 0.0162663946
## 17 0.0112149713 0.0148710250 0.001774396 0.001484905 0.0210586624
## 18 0.0128267284 0.0068408549 0.003596600 0.008247822 0.0032412624
## 19 0.0009106448 0.0063290486 0.026291000 0.003132633 0.0247618602
## 20 0.0076901521 0.0143016592 0.005576674 0.008902280 0.0384869011
## 21 0.0079974356 0.0107434404 0.012143080 0.017783776 0.0043349495
## PC33.26 PC34.26 PC35.26 PC36.26 PC37.26
## 1 0.0518837932 0.0002319862 0.0299425065 0.0122148906 1.417303e-03
## 2 0.0102347161 0.0255129422 0.0156989112 0.0060653835 1.581665e-02
## 3 0.0105086022 0.0443420097 0.0046101654 0.0339489855 7.963357e-03
## 4 0.0018882861 0.0099352587 0.0035051021 0.0088197930 6.811063e-03
## 5 0.0179679657 0.0086510429 0.0149408905 0.0251928075 4.994889e-03
## 6 0.0172165126 0.0208803279 0.0179564765 0.0231480447 3.422518e-02
## 7 0.0318090459 0.0024198002 0.0121143211 0.0142102401 4.344355e-03
## 8 0.0361447601 0.0127511831 0.0327320449 0.0259345815 3.147825e-05
## 9 0.0002151087 0.0362280029 0.0078566999 0.0121603470 7.200006e-03
## 10 0.0116722419 0.0265106743 0.0001300507 0.0090120708 8.536677e-03
## 11 0.0112140731 0.0027082578 0.0236953447 0.0131949955 1.271049e-02
## 12 0.0031951368 0.0270470011 0.0074471883 0.0006196092 1.453709e-02
## 13 0.0134600899 0.0232013411 0.0201872659 0.0105016730 3.822905e-03
## 14 0.0253661575 0.0060305240 0.0080198432 0.0288395366 1.883313e-02
## 15 0.0026487843 0.0132779417 0.0225769892 0.0112828676 1.471242e-04
## 16 0.0256329947 0.0074182728 0.0140772299 0.0067088770 1.442340e-03
## 17 0.0038936575 0.0129199735 0.0086078480 0.0118435196 1.256810e-02
## 18 0.0084695108 0.0127960320 0.0227466346 0.0339598834 1.910361e-02
## 19 0.0039000671 0.0270412766 0.0123699380 0.0165961763 9.117328e-03
## 20 0.0295180523 0.0115448747 0.0081394438 0.0087707946 3.623128e-02
## 21 0.0704368575 0.0222208884 0.0302436071 0.0059974433 4.252089e-03
## PC38.26 PC39.26 PC40.26 PC41.26 PC42.26
## 1 0.017385192 0.0113039982 0.011641102 6.057619e-03 0.013060386
## 2 0.009181122 0.0095197219 0.005606699 2.322842e-04 0.004477409
## 3 0.061328798 0.0192273687 0.001045735 3.749740e-02 0.010325309
## 4 0.024973398 0.0110103570 0.007382782 7.596383e-03 0.015944160
## 5 0.009268270 0.0079574468 0.014324172 1.496587e-02 0.004976429
## 6 0.001936499 0.0225391866 0.013763661 1.823445e-02 0.023948767
## 7 0.019864362 0.0166791630 0.017341752 2.946308e-02 0.019707696
## 8 0.007395560 0.0015385472 0.024231941 3.123014e-04 0.004648366
## 9 0.005457971 0.0151044320 0.001828316 1.080415e-02 0.001024008
## 10 0.006155270 0.0226132142 0.003252681 1.157027e-02 0.034831942
## 11 0.025403862 0.0276109560 0.014912208 6.551731e-03 0.028016522
## 12 0.007350681 0.0399378925 0.001928240 4.918339e-03 0.001712606
## 13 0.006886882 0.0139807889 0.031247905 1.924501e-02 0.006949625
## 14 0.001502887 0.0001750696 0.000357785 1.680392e-02 0.014089840
## 15 0.005862358 0.0174657127 0.022797644 2.937106e-02 0.008076627
## 16 0.012314012 0.0237440060 0.021898152 5.180017e-05 0.006340144
## 17 0.011674683 0.0000855609 0.008563728 1.014755e-02 0.003522605
## 18 0.021678306 0.0317763927 0.022236485 2.779095e-02 0.020656333
## 19 0.007285253 0.0103233842 0.021305634 1.723829e-03 0.040306414
## 20 0.007465190 0.0023487291 0.010886158 1.407954e-02 0.024795725
## 21 0.003650099 0.0008797659 0.016613826 1.351956e-02 0.021827423
## PC43.26 PC44.26 PC45.26 PC46.26 PC47.26
## 1 0.012726169 0.0013319924 0.018793499 6.022074e-03 8.953379e-03
## 2 0.025925866 0.0107523781 0.004458127 3.036392e-02 1.358594e-02
## 3 0.001054353 0.0127241139 0.010492302 2.383981e-02 9.653701e-03
## 4 0.017425841 0.0080431641 0.006187667 2.345018e-02 2.483400e-02
## 5 0.002635585 0.0100842442 0.001846531 2.202662e-02 1.947440e-03
## 6 0.008844516 0.0173245255 0.004533967 7.415926e-03 4.281852e-03
## 7 0.005760452 0.0353090663 0.012366391 5.400196e-03 1.281306e-02
## 8 0.013441862 0.0123416608 0.035422006 2.421951e-03 3.000743e-05
## 9 0.009068592 0.0122228240 0.018216667 2.611395e-02 1.058723e-02
## 10 0.017869632 0.0150544850 0.031944262 6.517117e-03 1.402244e-02
## 11 0.009297284 0.0235046652 0.020137958 2.228623e-02 8.961923e-03
## 12 0.002421392 0.0281666589 0.010476676 1.516075e-02 2.406753e-03
## 13 0.037512499 0.0054688382 0.002573854 4.765132e-03 4.688775e-04
## 14 0.046305247 0.0227728977 0.004282224 1.184545e-02 3.460490e-02
## 15 0.008436541 0.0013950552 0.001118995 7.033337e-05 5.450552e-03
## 16 0.007193893 0.0319733797 0.001280308 3.594276e-03 1.575308e-02
## 17 0.003463866 0.0056798300 0.022351550 3.534146e-02 1.602520e-02
## 18 0.020324925 0.0002421774 0.010535776 2.598531e-02 1.102959e-02
## 19 0.036568891 0.0098255164 0.005306105 1.915336e-02 1.443687e-02
## 20 0.012356058 0.0327768402 0.009293799 2.039522e-02 3.064441e-02
## 21 0.005071890 0.0083764360 0.004084068 7.130567e-03 2.354353e-02
## PC48.26 PC49.26 PC50.26 PC51.26 PC52.26
## 1 0.007408922 0.010716036 0.0064697928 4.593128e-03 0.009343880
## 2 0.019623754 0.009611119 0.0163555965 3.928029e-03 0.005412476
## 3 0.015791203 0.035916739 0.0198680931 1.054264e-03 0.003602526
## 4 0.012341676 0.018043596 0.0173358303 1.183495e-02 0.015759341
## 5 0.011003969 0.004115277 0.0008671222 9.506547e-03 0.001165739
## 6 0.019116447 0.005849950 0.0165306837 3.794714e-02 0.008881274
## 7 0.004135378 0.025434165 0.0019009680 6.221899e-03 0.017400543
## 8 0.005979111 0.003630809 0.0407831659 1.535926e-02 0.019407217
## 9 0.005668942 0.044523392 0.0329795439 5.909433e-03 0.011698836
## 10 0.006928971 0.011638277 0.0173617651 5.893053e-03 0.009767312
## 11 0.010819072 0.023067268 0.0025410549 6.826216e-03 0.027658524
## 12 0.047691461 0.014883303 0.0080353999 6.677501e-04 0.022416943
## 13 0.006352392 0.005535342 0.0028123314 9.197704e-03 0.032923408
## 14 0.012362602 0.008435817 0.0215834301 1.967542e-02 0.004889472
## 15 0.022700862 0.006134355 0.0248583148 1.741476e-02 0.003283311
## 16 0.008018621 0.001047132 0.0054458274 5.053185e-05 0.010399101
## 17 0.029490397 0.026998154 0.0077464977 1.728496e-02 0.038932383
## 18 0.021590478 0.021740957 0.0212509860 1.154773e-02 0.018993334
## 19 0.022756666 0.015081237 0.0012942469 1.430636e-02 0.004316882
## 20 0.006567045 0.012669433 0.0067770310 1.892939e-02 0.012817131
## 21 0.013181214 0.004030878 0.0189340516 3.005869e-02 0.026442880
## PC53.26 PC54.26 PC55.26 PC56.26 PC57.26
## 1 0.0353907726 0.0212149380 0.0204762500 0.0097613192 0.0034046792
## 2 0.0121770192 0.0186518929 0.0167067128 0.0302823006 0.0006870612
## 3 0.0067532476 0.0206846249 0.0229972681 0.0081600580 0.0154399341
## 4 0.0212736010 0.0232615693 0.0206463817 0.0001945403 0.0299042747
## 5 0.0210651750 0.0232125969 0.0260020882 0.0256390383 0.0159043148
## 6 0.0035079314 0.0166824679 0.0104525930 0.0340629232 0.0041799317
## 7 0.0003121021 0.0008153605 0.0002492435 0.0013329334 0.0024059648
## 8 0.0042436624 0.0044914288 0.0045247583 0.0026896841 0.0193643083
## 9 0.0014647653 0.0149514301 0.0268340642 0.0015088859 0.0277757771
## 10 0.0243144468 0.0171445546 0.0324275632 0.0196462852 0.0158506812
## 11 0.0026353835 0.0026470887 0.0168570773 0.0009952676 0.0028220103
## 12 0.0046828594 0.0098045072 0.0003477724 0.0338410841 0.0067994928
## 13 0.0116590708 0.0232261491 0.0259331015 0.0181915709 0.0199952455
## 14 0.0240110550 0.0034722408 0.0096144876 0.0287811963 0.0084370519
## 15 0.0161508867 0.0250851364 0.0044339644 0.0187162825 0.0087558228
## 16 0.0050398196 0.0156212113 0.0375884773 0.0067186803 0.0241736063
## 17 0.0075705749 0.0153388685 0.0294006112 0.0343730458 0.0139984266
## 18 0.0068510418 0.0090353732 0.0107914432 0.0206791847 0.0010814374
## 19 0.0178186376 0.0018797221 0.0209410722 0.0125424399 0.0097112722
## 20 0.0112425240 0.0129525274 0.0087715572 0.0009341546 0.0110941329
## 21 0.0052762001 0.0181709192 0.0093481064 0.0129663081 0.0251931664
## PC58.26 PC59.26 PC60.26 PC61.26 PC62.26
## 1 0.0261966325 0.0179080313 0.0052195503 0.0119490687 0.0214015455
## 2 0.0012665386 0.0265810576 0.0006534196 0.0046067164 0.0382235860
## 3 0.0257238149 0.0032378700 0.0172457701 0.0058994604 0.0034621306
## 4 0.0131431079 0.0414309789 0.0272649443 0.0233876152 0.0150682489
## 5 0.0095231596 0.0232531093 0.0157467721 0.0087711047 0.0214857345
## 6 0.0322035596 0.0114455837 0.0176314357 0.0009550841 0.0039387227
## 7 0.0205310620 0.0126578077 0.0304951417 0.0104460853 0.0014341600
## 8 0.0014099180 0.0022746844 0.0344295010 0.0105699581 0.0098949289
## 9 0.0078703641 0.0014461747 0.0207702826 0.0230941586 0.0061651173
## 10 0.0009472866 0.0142924798 0.0142052170 0.0054475466 0.0475253117
## 11 0.0055128938 0.0008688294 0.0223367110 0.0011799586 0.0069445754
## 12 0.0045794819 0.0035929535 0.0021104248 0.0116719379 0.0065130007
## 13 0.0091488981 0.0108802410 0.0258148884 0.0165878861 0.0295861388
## 14 0.0209606836 0.0001859973 0.0081974840 0.0077947018 0.0067100558
## 15 0.0163066446 0.0161335561 0.0411753410 0.0001218313 0.0126564643
## 16 0.0030323568 0.0530815041 0.0033919948 0.0181095413 0.0003451716
## 17 0.0331325409 0.0329276914 0.0231136116 0.0091057001 0.0110483910
## 18 0.0044385602 0.0053523100 0.0112577741 0.0103215209 0.0237657946
## 19 0.0167199056 0.0091127237 0.0060728563 0.0128142476 0.0651074273
## 20 0.0410441146 0.0225432489 0.0174576818 0.0333399449 0.0301735035
## 21 0.0409487207 0.0057102701 0.0243726948 0.0042315599 0.0142867096
## PC63.26 PC64.26 PC65.26 PC66.26 PC67.26
## 1 0.0239739262 0.010294437 0.020264271 0.005381702 0.0480698388
## 2 0.0347435548 0.007743510 0.010017683 0.016299461 0.0134663403
## 3 0.0028544941 0.011915945 0.002351855 0.013604002 0.0086215364
## 4 0.0073209843 0.011231505 0.020280848 0.023902768 0.0207054618
## 5 0.0173342774 0.008163954 0.007822644 0.033123151 0.0122924125
## 6 0.0009389781 0.002068094 0.026523212 0.032522131 0.0089167304
## 7 0.0521647928 0.015758958 0.012874701 0.020570655 0.0208716510
## 8 0.0117220517 0.011285661 0.004912056 0.010866110 0.0165527078
## 9 0.0164314454 0.001978449 0.007478598 0.013902288 0.0025452102
## 10 0.0277471992 0.024027481 0.015129212 0.001768470 0.0008809235
## 11 0.0251707820 0.023709968 0.032287596 0.004156180 0.0235351123
## 12 0.0164574792 0.022660626 0.016685677 0.023528320 0.0312086770
## 13 0.0189217779 0.008656275 0.011889431 0.013859452 0.0269761205
## 14 0.0146772136 0.000124328 0.009623472 0.010578671 0.0160436216
## 15 0.0188375284 0.025882548 0.006652772 0.006601839 0.0136076170
## 16 0.0264905672 0.040198387 0.026674624 0.019508073 0.0033549502
## 17 0.0073302366 0.015609117 0.012160437 0.022178441 0.0207793749
## 18 0.0398226846 0.002206113 0.010377480 0.007431757 0.0160209828
## 19 0.0011954156 0.003406035 0.008064042 0.007152437 0.0099763824
## 20 0.0149459237 0.005352169 0.022998476 0.005718274 0.0144234737
## 21 0.0118479917 0.023330197 0.032127426 0.006111559 0.0040435596
## PC68.26 programN.27 PC1.27
## 1 0.0103327468 Urban.Education 0.0281556432
## 2 0.0261225260 Nursing 0.0006894445
## 3 0.0140855684 Diabetes.Education 0.0013461403
## 4 0.0299029717 Cooperation.and.Conflict.Resolution 0.0305095423
## 5 0.0122383227 Motor.Learning.and.Control 0.0103610148
## 6 0.0119576270 Adult.Education 0.0284241315
## 7 0.0024669852 Creative.Technologies 0.0063038828
## 8 0.0102158371 Communication.Media.and.Learning.Technologies 0.0075316150
## 9 0.0168560548 Psychological.Counseling 0.0056757968
## 10 0.0202401258 Inclusive.Education 0.0170615072
## 11 0.0017110830 Psychology 0.0204369257
## 12 0.0180189870 History 0.0266635454
## 13 0.0012410059 Communication.Sciences.and.Disorders 0.0122222491
## 14 0.0121917775 Physiology 0.0145740709
## 15 0.0115046748 Curriculum.and.Teaching 0.0063964291
## 16 0.0006156937 Teaching.English 0.0144826950
## 17 0.0093621067 Sexuality..Women.and.Gender.in.Psychology 0.0216615570
## 18 0.0199395695 Instructional.Technology.and.Media 0.0012299612
## 19 0.0225654471 Philosophy 0.0071900348
## 20 0.0194302042 Arts.Administration 0.0307983700
## 21 0.0253828798 Bilingual.Bicultural.Education 0.0276069141
## PC2.27 PC3.27 PC4.27 PC5.27 PC6.27
## 1 0.004910671 0.007660033 0.0119702405 0.029310308 0.0076374091
## 2 0.031856095 0.010283132 0.0149187169 0.019532896 0.0130448130
## 3 0.029004561 0.005005117 0.0020001112 0.003031366 0.0193392395
## 4 0.008861744 0.005560395 0.0059667531 0.003008791 0.0044337281
## 5 0.007760468 0.027788718 0.0129907983 0.017326761 0.0177154862
## 6 0.013389713 0.001175350 0.0094882961 0.020011212 0.0262821686
## 7 0.009043693 0.038537829 0.0179023826 0.004379405 0.0164805896
## 8 0.001195994 0.035933133 0.0045449315 0.013646469 0.0006050177
## 9 0.030173588 0.013259392 0.0271907105 0.023092825 0.0185385286
## 10 0.010920638 0.003218646 0.0005861185 0.022383499 0.0297825498
## 11 0.030001191 0.027608375 0.0004348856 0.015451342 0.0010334181
## 12 0.002442781 0.001555689 0.0021290297 0.053094195 0.0056032077
## 13 0.021605319 0.011435378 0.0216968948 0.011556281 0.0310619020
## 14 0.036751371 0.003796706 0.0192356188 0.005857138 0.0047655130
## 15 0.020275903 0.012400959 0.0210893447 0.002122926 0.0169547295
## 16 0.010533581 0.001045478 0.0465099061 0.001559886 0.0093156213
## 17 0.026960344 0.003963723 0.0126042931 0.023231967 0.0241148815
## 18 0.001435074 0.041150859 0.0139205598 0.005302009 0.0184542485
## 19 0.005726372 0.001560184 0.0092148381 0.021638555 0.0219661202
## 20 0.007006109 0.024749441 0.0064167536 0.028090936 0.0099180873
## 21 0.013406975 0.006811021 0.0283298432 0.005426524 0.0187132195
## PC7.27 PC8.27 PC9.27 PC10.27 PC11.27
## 1 0.0094355140 0.0368882006 0.0200579649 0.0068444197 1.807010e-02
## 2 0.0085190617 0.0026309260 0.0053374657 0.0235534283 6.672129e-05
## 3 0.0204852817 0.0343656446 0.0255507386 0.0083823655 2.027595e-03
## 4 0.0145779120 0.0086628587 0.0294558589 0.0198420109 1.025170e-02
## 5 0.0009343611 0.0287982992 0.0033622589 0.0048056787 2.540004e-02
## 6 0.0201978831 0.0135619588 0.0013920563 0.0118614379 5.860820e-03
## 7 0.0152499965 0.0294834356 0.0105116641 0.0101118600 1.518499e-02
## 8 0.0209115105 0.0393046696 0.0082351913 0.0295657210 2.426233e-02
## 9 0.0011510428 0.0006924103 0.0179944007 0.0007766548 2.270951e-02
## 10 0.0152540510 0.0071218003 0.0093675312 0.0180083256 3.564825e-02
## 11 0.0095060500 0.0114231834 0.0230750198 0.0059241391 1.064506e-02
## 12 0.0024226234 0.0158731531 0.0014314058 0.0028922222 5.277345e-03
## 13 0.0451035789 0.0201804760 0.0036702273 0.0100800326 2.732295e-02
## 14 0.0085070441 0.0121030646 0.0130034298 0.0099895795 3.500399e-02
## 15 0.0030758181 0.0112353671 0.0441473749 0.0024636900 2.715194e-02
## 16 0.0086087748 0.0171062957 0.0087092669 0.0001295534 6.678637e-03
## 17 0.0164765555 0.0133393896 0.0206291296 0.0133064824 2.809926e-02
## 18 0.0156882776 0.0170612770 0.0008755746 0.0064278971 3.974577e-02
## 19 0.0014961654 0.0073674683 0.0019829010 0.0622735221 2.398438e-03
## 20 0.0054056539 0.0080879877 0.0155755259 0.0017274695 8.733401e-03
## 21 0.0284029244 0.0043779484 0.0218536863 0.0227016327 2.662356e-02
## PC12.27 PC13.27 PC14.27 PC15.27 PC16.27
## 1 0.005481427 0.0010188237 2.241245e-02 0.005022715 0.005434683
## 2 0.005624662 0.0186608463 1.350713e-02 0.015926143 0.014508125
## 3 0.001307258 0.0224833564 1.161929e-04 0.024908277 0.011650159
## 4 0.024695811 0.0181019454 9.416753e-03 0.017100243 0.002798045
## 5 0.048894719 0.0019432972 7.958437e-03 0.016469461 0.003954822
## 6 0.004401913 0.0027171270 1.919243e-02 0.021354587 0.020422979
## 7 0.004083316 0.0175345238 8.110235e-05 0.011179291 0.025003269
## 8 0.029330227 0.0035438972 2.991531e-02 0.020680875 0.016643685
## 9 0.005072075 0.0051420483 2.445789e-02 0.007805007 0.011878138
## 10 0.013713649 0.0006533485 1.226104e-02 0.020385249 0.012446626
## 11 0.019921440 0.0272607544 1.367927e-02 0.003690628 0.002127134
## 12 0.016671175 0.0013146984 2.257531e-02 0.014450027 0.007566383
## 13 0.003080459 0.0063129079 1.275419e-02 0.008631775 0.014593970
## 14 0.016826299 0.0110960670 1.699382e-04 0.005898274 0.018227567
## 15 0.005730825 0.0151856779 9.766448e-03 0.048463121 0.027299040
## 16 0.028828935 0.0103141677 1.083284e-02 0.015268883 0.012637434
## 17 0.013508356 0.0095990422 2.827734e-03 0.024154270 0.003440244
## 18 0.031527978 0.0266299592 2.496703e-03 0.010179991 0.025128055
## 19 0.027856695 0.0270965984 4.783504e-02 0.005092429 0.001859075
## 20 0.008750914 0.0006597047 3.852231e-03 0.011251580 0.012968430
## 21 0.005235833 0.0100731292 1.194451e-03 0.009495290 0.015421788
## PC17.27 PC18.27 PC19.27 PC20.27 PC21.27
## 1 0.0191702590 0.0109936899 0.0172040045 0.006300514 0.0101020121
## 2 0.0233019901 0.0392991538 0.0239207147 0.018546330 0.0111727952
## 3 0.0049883479 0.0457028055 0.0125205399 0.005576673 0.0014952977
## 4 0.0004136718 0.0032913441 0.0360811867 0.022488120 0.0189197227
## 5 0.0086730310 0.0014022432 0.0161430408 0.004918364 0.0135797185
## 6 0.0102031935 0.0001088556 0.0210826317 0.018696905 0.0204459493
## 7 0.0157504987 0.0078265585 0.0276004636 0.025465545 0.0238319011
## 8 0.0140970148 0.0008651406 0.0035685196 0.012691021 0.0029085738
## 9 0.0177122036 0.0292384912 0.0198159657 0.013080943 0.0434413242
## 10 0.0287832542 0.0449375971 0.0109104699 0.013056997 0.0002768048
## 11 0.0181882465 0.0027595875 0.0003172883 0.016210052 0.0248700697
## 12 0.0086314728 0.0152790336 0.0118846673 0.004470544 0.0121759984
## 13 0.0006396479 0.0006730579 0.0210853325 0.001082123 0.0081284155
## 14 0.0090266772 0.0149678383 0.0122783413 0.021873948 0.0014018943
## 15 0.0187114066 0.0059827228 0.0296917069 0.016885039 0.0028654487
## 16 0.0253689631 0.0381389304 0.0203653401 0.012719123 0.0089258554
## 17 0.0041580796 0.0130532772 0.0139754359 0.017997007 0.0094939382
## 18 0.0011513687 0.0181802721 0.0036014507 0.005014762 0.0409427963
## 19 0.0103639658 0.0248252745 0.0126087472 0.010017276 0.0001345493
## 20 0.0039321607 0.0203053583 0.0106548427 0.032358351 0.0205976022
## 21 0.0042930855 0.0015598852 0.0013412938 0.015515080 0.0197209359
## PC22.27 PC23.27 PC24.27 PC25.27 PC26.27
## 1 0.0014797827 0.0219094957 0.0221844936 0.0126750065 0.0161639084
## 2 0.0175862325 0.0174102795 0.0063199884 0.0417411276 0.0112410122
## 3 0.0148627765 0.0252069458 0.0034863291 0.0067578970 0.0151142179
## 4 0.0118203821 0.0049096222 0.0191033895 0.0214518746 0.0141023357
## 5 0.0380763440 0.0226396714 0.0076574352 0.0406986876 0.0124316709
## 6 0.0207827210 0.0250260819 0.0008077446 0.0298119762 0.0027380049
## 7 0.0115289516 0.0006137766 0.0009855782 0.0530934386 0.0100751146
## 8 0.0036096859 0.0331891998 0.0045110901 0.0005069328 0.0003158871
## 9 0.0022734514 0.0082321613 0.0044123689 0.0027872215 0.0066630964
## 10 0.0121534748 0.0227894270 0.0244319393 0.0230774302 0.0316467438
## 11 0.0001755179 0.0294770371 0.0238725407 0.0413422780 0.0069616337
## 12 0.0245537184 0.0121147196 0.0094417861 0.0052949583 0.0020127433
## 13 0.0117285829 0.0158609226 0.0105237618 0.0334632115 0.0082566721
## 14 0.0086863685 0.0061604518 0.0091902405 0.0132747965 0.0235061914
## 15 0.0207473082 0.0115293853 0.0248510128 0.0168177139 0.0067012627
## 16 0.0224100466 0.0220864526 0.0111435918 0.0170305855 0.0134412670
## 17 0.0042878651 0.0186929163 0.0170201715 0.0246005033 0.0117664090
## 18 0.0140207537 0.0242349548 0.0142068212 0.0086044239 0.0070329895
## 19 0.0081868980 0.0252781095 0.0248918791 0.0142626029 0.0030453208
## 20 0.0013819940 0.0161133976 0.0239016203 0.0232217659 0.0285089308
## 21 0.0186489576 0.0332444700 0.0041696083 0.0044132283 0.0333075391
## PC27.27 PC28.27 PC29.27 PC30.27 PC31.27
## 1 0.013996912 0.04368088 0.023252297 0.0196662194 0.010154236
## 2 0.026531295 0.04122194 0.021384707 0.0110775041 0.005863882
## 3 0.007009808 0.04066838 0.011029199 0.0336598463 0.012925584
## 4 0.042569943 0.03872449 0.019867295 0.0258931482 0.016602222
## 5 0.011483059 0.03648236 0.010744052 0.0059635089 0.002653920
## 6 0.011030234 0.03463665 0.009180850 0.0396765815 0.008333490
## 7 0.027294153 0.03342294 0.005321840 0.0192456939 0.020241797
## 8 0.016106481 0.03105324 0.021717151 0.0024430145 0.037442747
## 9 0.014710568 0.03088122 0.010377512 0.0001298397 0.008169168
## 10 0.004983032 0.03076769 0.013948056 0.0420758605 0.004499735
## 11 0.009660661 0.02980990 0.016298914 0.0144034104 0.004278443
## 12 0.013727667 0.02558454 0.011050407 0.0484028724 0.017759978
## 13 0.014012758 0.02366428 0.021435048 0.0214544959 0.014363198
## 14 0.030570803 0.02303322 0.031196537 0.0151084641 0.037636745
## 15 0.003219144 0.02267000 0.013510914 0.0043574821 0.005976028
## 16 0.028583655 0.02241318 0.015183814 0.0394679155 0.018539128
## 17 0.007402011 0.02022156 0.021625613 0.0042572359 0.024724147
## 18 0.006573566 0.02014206 0.029238905 0.0201803444 0.011454586
## 19 0.002932434 0.01804042 0.003481406 0.0072950828 0.001202209
## 20 0.004575269 0.01781821 0.034270044 0.0161297440 0.015579713
## 21 0.009299084 0.01777949 0.012593345 0.0140681962 0.017370669
## PC32.27 PC33.27 PC34.27 PC35.27 PC36.27
## 1 0.0222802022 0.0022393692 0.0123471766 0.006373069 0.010947112
## 2 0.0161011067 0.0253661575 0.0060305240 0.008019843 0.028839537
## 3 0.0033227582 0.0130393617 0.0240064361 0.037349451 0.002304568
## 4 0.0197211485 0.0102347161 0.0255129422 0.015698911 0.006065384
## 5 0.0416127144 0.0155586613 0.0038387414 0.013510519 0.007177720
## 6 0.0097243273 0.0042953455 0.0115100049 0.037944145 0.019721200
## 7 0.0150279708 0.0112140731 0.0027082578 0.023695345 0.013194995
## 8 0.0005015064 0.0002309027 0.0030895186 0.037392264 0.015365824
## 9 0.0184546139 0.0295608177 0.0123647695 0.018798020 0.002855796
## 10 0.0119160664 0.0032904695 0.0175358222 0.011778460 0.005876314
## 11 0.0118935751 0.0089021714 0.0076210452 0.006059209 0.002277373
## 12 0.0145140855 0.0042574736 0.0230322985 0.004228707 0.013919346
## 13 0.0095776196 0.0141383440 0.0006488152 0.003352840 0.010613389
## 14 0.0208240629 0.0172165126 0.0208803279 0.017956477 0.023148045
## 15 0.0099387450 0.0242688886 0.0079030393 0.001158178 0.002187526
## 16 0.0267766508 0.0002151087 0.0362280029 0.007856700 0.012160347
## 17 0.0107931755 0.0221986133 0.0463595486 0.019166348 0.004387870
## 18 0.0028676726 0.0078546589 0.0017461873 0.003523513 0.004219849
## 19 0.0218181559 0.0087272487 0.0107511727 0.021484687 0.032968635
## 20 0.0014454672 0.0009011486 0.0091688055 0.024454564 0.026771490
## 21 0.0035978570 0.0144664079 0.0040790932 0.011186146 0.010576620
## PC37.27 PC38.27 PC39.27 PC40.27 PC41.27
## 1 0.037017550 0.030976287 5.790322e-03 8.036488e-03 0.0249514920
## 2 0.018833127 0.001502887 1.750696e-04 3.577850e-04 0.0168039191
## 3 0.021391443 0.002080026 3.988448e-02 5.108845e-03 0.0195289500
## 4 0.015816652 0.009181122 9.519722e-03 5.606699e-03 0.0002322842
## 5 0.007956551 0.006085835 1.514194e-02 2.442443e-02 0.0188429247
## 6 0.049449440 0.009883776 1.651947e-02 1.254353e-02 0.0051769218
## 7 0.012710493 0.025403862 2.761096e-02 1.491221e-02 0.0065517306
## 8 0.001088287 0.002571623 1.742490e-03 8.616916e-04 0.0254261950
## 9 0.028679038 0.019406810 4.717609e-03 8.846041e-05 0.0345643829
## 10 0.017559624 0.008483998 1.944366e-02 4.911617e-03 0.0165448250
## 11 0.011404220 0.021948453 2.220943e-02 1.453120e-02 0.0165938475
## 12 0.006060915 0.021004263 6.512379e-06 5.594068e-03 0.0124773560
## 13 0.001177010 0.021121889 1.167423e-02 4.629703e-02 0.0060543317
## 14 0.034225183 0.001936499 2.253919e-02 1.376366e-02 0.0182344464
## 15 0.002132852 0.017632292 3.426540e-02 1.265250e-02 0.0085130033
## 16 0.007200006 0.005457971 1.510443e-02 1.828316e-03 0.0108041484
## 17 0.007129389 0.007958182 2.601923e-03 1.744477e-03 0.0076518257
## 18 0.020016314 0.003643394 1.428094e-03 1.820152e-02 0.0486705208
## 19 0.010066207 0.010748328 4.839365e-02 7.555933e-03 0.0096766400
## 20 0.010285346 0.043045569 1.190450e-02 6.646896e-03 0.0104571448
## 21 0.019161969 0.006130624 1.113405e-02 1.016935e-02 0.0313491817
## PC42.27 PC43.27 PC44.27 PC45.27 PC46.27 PC47.27
## 1 0.012687577 0.012327293 0.015332884 0.003084319 0.003872223 0.008837437
## 2 0.014089840 0.046305247 0.022772898 0.004282224 0.011845454 0.034604902
## 3 0.037296020 0.002483246 0.022276022 0.016185542 0.001550490 0.004901329
## 4 0.004477409 0.025925866 0.010752378 0.004458127 0.030363916 0.013585938
## 5 0.015108581 0.018589551 0.027178517 0.004424083 0.021497245 0.021049340
## 6 0.012841497 0.027387216 0.004782294 0.013696443 0.011028103 0.014846850
## 7 0.028016522 0.009297284 0.023504665 0.020137958 0.022286234 0.008961923
## 8 0.017040978 0.014841274 0.010131441 0.008893756 0.020714443 0.005529082
## 9 0.018364519 0.007491548 0.055101508 0.014123210 0.043293162 0.006908056
## 10 0.006804155 0.025870268 0.021073416 0.022704675 0.019649372 0.021996065
## 11 0.005326793 0.009967116 0.020192821 0.001929822 0.004117853 0.007365747
## 12 0.009094251 0.003859800 0.022452274 0.030398674 0.014451516 0.023350257
## 13 0.021003705 0.024645444 0.039125792 0.017920101 0.014918303 0.003944670
## 14 0.023948767 0.008844516 0.017324525 0.004533967 0.007415926 0.004281852
## 15 0.012916210 0.010799224 0.003990016 0.007330942 0.002109297 0.006442321
## 16 0.001024008 0.009068592 0.012222824 0.018216667 0.026113945 0.010587230
## 17 0.030307288 0.025638410 0.006215405 0.008202022 0.020747391 0.001122818
## 18 0.015311050 0.001605145 0.007452958 0.001312694 0.001676173 0.011613803
## 19 0.015324863 0.017100043 0.014244785 0.007544264 0.006735028 0.040879558
## 20 0.003279043 0.012522541 0.012428756 0.036131628 0.008812361 0.016296884
## 21 0.019463983 0.041690854 0.024902120 0.014780146 0.015754227 0.027899756
## PC48.27 PC49.27 PC50.27 PC51.27 PC52.27
## 1 4.413069e-02 0.015009847 0.001412037 0.0227222457 0.005435733
## 2 1.236260e-02 0.008435817 0.021583430 0.0196754224 0.004889472
## 3 3.434665e-02 0.011585849 0.011338305 0.0108721330 0.003786968
## 4 1.962375e-02 0.009611119 0.016355596 0.0039280288 0.005412476
## 5 3.905633e-02 0.007531165 0.023675433 0.0154326407 0.024887811
## 6 4.276145e-04 0.005165856 0.014857729 0.0257723443 0.010937998
## 7 1.081907e-02 0.023067268 0.002541055 0.0068262164 0.027658524
## 8 3.238020e-02 0.016529460 0.027753760 0.0032255325 0.009809450
## 9 1.198624e-02 0.007858785 0.007771809 0.0007122451 0.021253623
## 10 3.254416e-03 0.005851927 0.006151315 0.0392938182 0.033265264
## 11 1.011601e-02 0.019086387 0.007088152 0.0027072325 0.003781265
## 12 4.104485e-03 0.001196755 0.017045112 0.0465006563 0.001842569
## 13 2.005098e-02 0.007372473 0.020830931 0.0384915651 0.004252518
## 14 1.911645e-02 0.005849950 0.016530684 0.0379471377 0.008881274
## 15 5.942735e-04 0.030270919 0.015564149 0.0188651661 0.011721599
## 16 5.668942e-03 0.044523392 0.032979544 0.0059094333 0.011698836
## 17 3.687112e-03 0.001709257 0.006240370 0.0290759161 0.002930999
## 18 5.653503e-03 0.048671768 0.027529602 0.0225559026 0.026505585
## 19 1.222727e-02 0.008975692 0.001317771 0.0323087321 0.005803143
## 20 8.809708e-05 0.040440421 0.045064161 0.0017047447 0.002983082
## 21 1.865224e-02 0.005286181 0.025827223 0.0348999035 0.015408438
## PC53.27 PC54.27 PC55.27 PC56.27 PC57.27
## 1 0.0003310062 0.0319835895 0.027626463 0.0173797478 0.0005879765
## 2 0.0240110550 0.0034722408 0.009614488 0.0287811963 0.0084370519
## 3 0.0114923788 0.0255463749 0.032295635 0.0087096612 0.0147262760
## 4 0.0121770192 0.0186518929 0.016706713 0.0302823006 0.0006870612
## 5 0.0073984141 0.0111963175 0.006730523 0.0091918884 0.0135779051
## 6 0.0010831601 0.0153962332 0.013479246 0.0058437591 0.0348968597
## 7 0.0026353835 0.0026470887 0.016857077 0.0009952676 0.0028220103
## 8 0.0069686322 0.0010971014 0.017056167 0.0204379417 0.0222050920
## 9 0.0162096397 0.0001327207 0.001841351 0.0193079703 0.0249291572
## 10 0.0014460615 0.0125827955 0.010956228 0.0011959113 0.0203059421
## 11 0.0012413394 0.0117976569 0.012568996 0.0145767767 0.0233353058
## 12 0.0334005615 0.0222085762 0.015060979 0.0266252000 0.0216577643
## 13 0.0264895088 0.0154717497 0.009970268 0.0171239753 0.0204208195
## 14 0.0035079314 0.0166824679 0.010452593 0.0340629232 0.0041799317
## 15 0.0084164123 0.0300685024 0.011885115 0.0415885848 0.0054253755
## 16 0.0014647653 0.0149514301 0.026834064 0.0015088859 0.0277757771
## 17 0.0379608313 0.0320571934 0.002701520 0.0086863854 0.0256685339
## 18 0.0067752280 0.0047643213 0.012098490 0.0173847375 0.0089305646
## 19 0.0414613455 0.0118362828 0.007736112 0.0116623813 0.0029292353
## 20 0.0033514398 0.0153960358 0.001909226 0.0220527414 0.0189498703
## 21 0.0240816375 0.0049659548 0.020777903 0.0174283978 0.0092653191
## PC58.27 PC59.27 PC60.27 PC61.27 PC62.27
## 1 0.0144710664 0.0037577225 0.0193812336 0.0068189135 0.0099734183
## 2 0.0209606836 0.0001859973 0.0081974840 0.0077947018 0.0067100558
## 3 0.0089823566 0.0114969983 0.0088015811 0.0178971176 0.0152850436
## 4 0.0012665386 0.0265810576 0.0006534196 0.0046067164 0.0382235860
## 5 0.0152486166 0.0036510912 0.0218361221 0.0117795543 0.0142687579
## 6 0.0081864685 0.0082769177 0.0149502251 0.0028287931 0.0085221090
## 7 0.0055128938 0.0008688294 0.0223367110 0.0011799586 0.0069445754
## 8 0.0057568211 0.0173497481 0.0146415426 0.0303494108 0.0002165496
## 9 0.0001651332 0.0240504419 0.0024020792 0.0290625104 0.0022094006
## 10 0.0113508668 0.0170113237 0.0178330426 0.0169844203 0.0006758373
## 11 0.0436314943 0.0047447292 0.0121932220 0.0393901162 0.0175876442
## 12 0.0094062669 0.0064088133 0.0035529432 0.0265464184 0.0230594742
## 13 0.0365678794 0.0002426167 0.0027713080 0.0143880794 0.0124579160
## 14 0.0322035596 0.0114455837 0.0176314357 0.0009550841 0.0039387227
## 15 0.0192126686 0.0155819095 0.0086626760 0.0174207142 0.0003912263
## 16 0.0078703641 0.0014461747 0.0207702826 0.0230941586 0.0061651173
## 17 0.0128126667 0.0114304209 0.0201215702 0.0158693475 0.0223570487
## 18 0.0094859202 0.0179912196 0.0008404033 0.0180262040 0.0031914290
## 19 0.0013623026 0.0110865822 0.0068777974 0.0018256404 0.0004763906
## 20 0.0057354535 0.0177952340 0.0109030140 0.0074240515 0.0128791331
## 21 0.0150806355 0.0045754059 0.0055820639 0.0033816502 0.0257091467
## PC63.27 PC64.27 PC65.27 PC66.27 PC67.27
## 1 0.0037094319 0.0039693320 0.008179798 0.0457675855 0.009370916
## 2 0.0146772136 0.0001243280 0.009623472 0.0105786711 0.016043622
## 3 0.0033183099 0.0093220298 0.008236429 0.0105218341 0.012063465
## 4 0.0347435548 0.0077435102 0.010017683 0.0162994606 0.013466340
## 5 0.0028545709 0.0211573070 0.011030383 0.0036328731 0.009627359
## 6 0.0037994269 0.0367848004 0.017382709 0.0034344512 0.008699730
## 7 0.0251707820 0.0237099683 0.032287596 0.0041561796 0.023535112
## 8 0.0019205516 0.0357412557 0.002299145 0.0004914900 0.038128544
## 9 0.0070521237 0.0007189327 0.020260927 0.0025399664 0.004856063
## 10 0.0043123255 0.0045730150 0.022077595 0.0084886016 0.006659960
## 11 0.0199083835 0.0197979805 0.011752855 0.0176840542 0.058267886
## 12 0.0205841234 0.0079861148 0.020139894 0.0222696638 0.030188273
## 13 0.0055364581 0.0176567713 0.010379992 0.0001655415 0.001124378
## 14 0.0009389781 0.0020680938 0.026523212 0.0325221308 0.008916730
## 15 0.0107693238 0.0263275157 0.041923268 0.0166291257 0.003882247
## 16 0.0164314454 0.0019784486 0.007478598 0.0139022882 0.002545210
## 17 0.0121435390 0.0416212060 0.023021525 0.0159150690 0.002720838
## 18 0.0390788541 0.0032544612 0.007812256 0.0227454942 0.005151163
## 19 0.0122467613 0.0049039762 0.005585402 0.0196120451 0.011089313
## 20 0.0212965070 0.0043032116 0.025370498 0.0050156885 0.023712651
## 21 0.0191843733 0.0097488212 0.024941440 0.0329722513 0.009886671
## PC68.27 programN.28 PC1.28
## 1 0.021899326 Nutrition 1.309656e-02
## 2 0.012191777 Physical.Education 5.059954e-05
## 3 0.005106270 Arts.Administration 3.079837e-02
## 4 0.026122526 Mathematics 4.774164e-03
## 5 0.002717005 Physiology 1.457407e-02
## 6 0.035669004 Anthropology 7.248618e-03
## 7 0.001711083 Instructional.Technology.and.Media 1.229961e-03
## 8 0.001384313 Developmental.Psychology 1.346231e-02
## 9 0.003775663 Urban.Education 2.815564e-02
## 10 0.011688841 Cognitive.Science 4.729092e-04
## 11 0.014258332 cluster 1.671803e-02
## 12 0.001326717 Higher.and.Postsecondary.Education 7.527071e-03
## 13 0.021432177 Early.Childhood.Education 1.631755e-02
## 14 0.011957627 Communication.Media.and.Learning.Technologies 7.531615e-03
## 15 0.005694856 Sexuality..Women.and.Gender.in.Psychology 2.166156e-02
## 16 0.016856055 Communication.Sciences.and.Disorders 1.222225e-02
## 17 0.019958390 Nursing 6.894445e-04
## 18 0.007559992 Cooperation.and.Conflict.Resolution 3.050954e-02
## 19 0.009262591 Deaf.and.Hard.of.Hearing 4.832062e-04
## 20 0.023748878 Health.Education 8.928727e-03
## 21 0.015697639 Politics 3.108922e-02
## PC2.28 PC3.28 PC4.28 PC5.28 PC6.28
## 1 0.017259920 0.0168468987 0.002510452 3.856389e-03 0.0235834428
## 2 0.029865684 0.0172981154 0.006940586 5.902268e-05 0.0010439017
## 3 0.007006109 0.0247494405 0.006416754 2.809094e-02 0.0099180873
## 4 0.001823151 0.0463887703 0.008716536 1.878698e-02 0.0074538327
## 5 0.036751371 0.0037967058 0.019235619 5.857138e-03 0.0047655130
## 6 0.011392533 0.0050472881 0.024933330 1.411478e-02 0.0207416050
## 7 0.001435074 0.0411508592 0.013920560 5.302009e-03 0.0184542485
## 8 0.022812501 0.0003474403 0.000157270 1.074489e-02 0.0006575599
## 9 0.004910671 0.0076600332 0.011970240 2.931031e-02 0.0076374091
## 10 0.017468663 0.0481096185 0.022469258 9.744760e-03 0.0120697447
## 11 0.025842690 0.0405600152 0.037206851 2.167346e-02 0.0150258913
## 12 0.011385278 0.0130459674 0.004600435 3.082268e-02 0.0402722606
## 13 0.002736457 0.0021324511 0.026053939 1.305411e-02 0.0121212730
## 14 0.001195994 0.0359331333 0.004544931 1.364647e-02 0.0006050177
## 15 0.026960344 0.0039637231 0.012604293 2.323197e-02 0.0241148815
## 16 0.021605319 0.0114353776 0.021696895 1.155628e-02 0.0310619020
## 17 0.031856095 0.0102831322 0.014918717 1.953290e-02 0.0130448130
## 18 0.008861744 0.0055603952 0.005966753 3.008791e-03 0.0044337281
## 19 0.030295644 0.0003625311 0.033272279 8.320232e-03 0.0176110527
## 20 0.034147806 0.0143069974 0.018851937 5.280302e-03 0.0292497995
## 21 0.016924948 0.0029590339 0.023970624 7.268134e-03 0.0004427211
## PC7.28 PC8.28 PC9.28 PC10.28 PC11.28
## 1 0.001032978 0.0009109188 0.0454149533 0.002881366 3.953013e-02
## 2 0.010912656 0.0181621668 0.0210048843 0.013219025 2.763763e-03
## 3 0.005405654 0.0080879877 0.0155755259 0.001727470 8.733401e-03
## 4 0.011699476 0.0227874887 0.0052426210 0.026662334 7.351706e-03
## 5 0.008507044 0.0121030646 0.0130034298 0.009989580 3.500399e-02
## 6 0.025954417 0.0122898292 0.0252129140 0.011360764 1.411341e-04
## 7 0.015688278 0.0170612770 0.0008755746 0.006427897 3.974577e-02
## 8 0.001440343 0.0250115497 0.0318957775 0.035366292 1.913504e-02
## 9 0.009435514 0.0368882006 0.0200579649 0.006844420 1.807010e-02
## 10 0.007918463 0.0089828445 0.0093277723 0.001968847 3.248569e-02
## 11 0.006894876 0.0111009044 0.0105072399 0.014293111 1.352371e-02
## 12 0.018306981 0.0123599959 0.0251839626 0.016280982 8.863708e-03
## 13 0.020794978 0.0330284428 0.0215499357 0.019640020 7.100216e-03
## 14 0.020911510 0.0393046696 0.0082351913 0.029565721 2.426233e-02
## 15 0.016476556 0.0133393896 0.0206291296 0.013306482 2.809926e-02
## 16 0.045103579 0.0201804760 0.0036702273 0.010080033 2.732295e-02
## 17 0.008519062 0.0026309260 0.0053374657 0.023553428 6.672129e-05
## 18 0.014577912 0.0086628587 0.0294558589 0.019842011 1.025170e-02
## 19 0.029480553 0.0111934079 0.0170472406 0.014815810 1.543842e-02
## 20 0.006062952 0.0003695185 0.0245139057 0.019777162 1.229489e-02
## 21 0.006830126 0.0207581111 0.0092240282 0.022459779 7.698439e-03
## PC12.28 PC13.28 PC14.28 PC15.28 PC16.28
## 1 0.0195839091 0.0253531468 0.0080098225 0.0134819521 0.005945587
## 2 0.0182589908 0.0120707436 0.0102297713 0.0073438464 0.033150723
## 3 0.0087509141 0.0006597047 0.0038522310 0.0112515795 0.012968430
## 4 0.0002360754 0.0128182972 0.0397456821 0.0241197802 0.020222250
## 5 0.0168262986 0.0110960670 0.0001699382 0.0058982743 0.018227567
## 6 0.0119957487 0.0211476083 0.0032106535 0.0351065308 0.046731327
## 7 0.0315279781 0.0266299592 0.0024967029 0.0101799907 0.025128055
## 8 0.0175961919 0.0241897580 0.0002288102 0.0088213466 0.027479349
## 9 0.0054814266 0.0010188237 0.0224124471 0.0050227151 0.005434683
## 10 0.0015009957 0.0005854564 0.0031722963 0.0060985846 0.005252680
## 11 0.0012080527 0.0094348367 0.0139396704 0.0080718853 0.005043319
## 12 0.0249752874 0.0073904401 0.0067210128 0.0006386207 0.024005827
## 13 0.0014550918 0.0251107596 0.0031950390 0.0261418507 0.032150140
## 14 0.0293302265 0.0035438972 0.0299153100 0.0206808745 0.016643685
## 15 0.0135083558 0.0095990422 0.0028277341 0.0241542699 0.003440244
## 16 0.0030804587 0.0063129079 0.0127541932 0.0086317750 0.014593970
## 17 0.0056246625 0.0186608463 0.0135071313 0.0159261432 0.014508125
## 18 0.0246958108 0.0181019454 0.0094167531 0.0171002435 0.002798045
## 19 0.0179482131 0.0281445419 0.0051460533 0.0250297453 0.025337306
## 20 0.0257553935 0.0306201751 0.0212227537 0.0072622281 0.005321750
## 21 0.0046918736 0.0041233037 0.0141025964 0.0100466174 0.020743826
## PC17.28 PC18.28 PC19.28 PC20.28 PC21.28
## 1 0.0198765891 0.0047318980 0.004573153 0.006173864 0.005629982
## 2 0.0362778080 0.0156848230 0.014728741 0.036556839 0.034297210
## 3 0.0039321607 0.0203053583 0.010654843 0.032358351 0.020597602
## 4 0.0046754910 0.0001654039 0.001707040 0.037763175 0.004712244
## 5 0.0090266772 0.0149678383 0.012278341 0.021873948 0.001401894
## 6 0.0119738679 0.0201153284 0.002505940 0.007557299 0.033324079
## 7 0.0011513687 0.0181802721 0.003601451 0.005014762 0.040942796
## 8 0.0460781910 0.0166098046 0.002776522 0.004382109 0.034637553
## 9 0.0191702590 0.0109936899 0.017204004 0.006300514 0.010102012
## 10 0.0257481358 0.0107360358 0.029120880 0.006395776 0.029878955
## 11 0.0056797554 0.0021160156 0.002602185 0.002172608 0.001808123
## 12 0.0078882177 0.0093953359 0.029620606 0.022506086 0.030544873
## 13 0.0249982477 0.0099390354 0.001015508 0.028130418 0.017168316
## 14 0.0140970148 0.0008651406 0.003568520 0.012691021 0.002908574
## 15 0.0041580796 0.0130532772 0.013975436 0.017997007 0.009493938
## 16 0.0006396479 0.0006730579 0.021085333 0.001082123 0.008128416
## 17 0.0233019901 0.0392991538 0.023920715 0.018546330 0.011172795
## 18 0.0004136718 0.0032913441 0.036081187 0.022488120 0.018919723
## 19 0.0144666111 0.0215054840 0.012970412 0.009701404 0.002873330
## 20 0.0211236012 0.0125916567 0.011270142 0.009007826 0.021030185
## 21 0.0165994936 0.0008684669 0.012028860 0.009796412 0.013707060
## PC22.28 PC23.28 PC24.28 PC25.28 PC26.28
## 1 0.027987748 8.317954e-03 0.0115328840 0.0056323336 0.0261333384
## 2 0.007944695 5.626414e-03 0.0097381422 0.0145093442 0.0240809358
## 3 0.001381994 1.611340e-02 0.0239016203 0.0232217659 0.0285089308
## 4 0.026841105 9.816194e-03 0.0059739319 0.0186116710 0.0258224249
## 5 0.008686369 6.160452e-03 0.0091902405 0.0132747965 0.0235061914
## 6 0.012465643 1.888720e-02 0.0151327532 0.0009102206 0.0269961025
## 7 0.014020754 2.423495e-02 0.0142068212 0.0086044239 0.0070329895
## 8 0.021843039 3.062546e-03 0.0003178231 0.0118226880 0.0113333903
## 9 0.001479783 2.190950e-02 0.0221844936 0.0126750065 0.0161639084
## 10 0.012571903 1.637245e-02 0.0226486866 0.0065363706 0.0090582997
## 11 0.018612264 1.555235e-02 0.0031954636 0.0111237067 0.0014847483
## 12 0.014206848 6.273583e-03 0.0063630024 0.0106783307 0.0447906120
## 13 0.016052966 2.659513e-02 0.0384892121 0.0118781100 0.0102737660
## 14 0.003609686 3.318920e-02 0.0045110901 0.0005069328 0.0003158871
## 15 0.004287865 1.869292e-02 0.0170201715 0.0246005033 0.0117664090
## 16 0.011728583 1.586092e-02 0.0105237618 0.0334632115 0.0082566721
## 17 0.017586233 1.741028e-02 0.0063199884 0.0417411276 0.0112410122
## 18 0.011820382 4.909622e-03 0.0191033895 0.0214518746 0.0141023357
## 19 0.025890225 3.105452e-05 0.0284392617 0.0051393806 0.0089707938
## 20 0.009541089 8.640952e-03 0.0082648374 0.0025007969 0.0180535255
## 21 0.037034278 3.322919e-02 0.0092151373 0.0293152820 0.0022055966
## PC27.28 PC28.28 PC29.28 PC30.28 PC31.28
## 1 0.0248746270 0.0065751489 0.05789094 0.005577981 0.029615790
## 2 0.0285882297 0.0017089844 0.03871433 0.002522182 0.027401376
## 3 0.0045752692 0.0178182088 0.03427004 0.016129744 0.015579713
## 4 0.0041360179 0.0003579466 0.03240269 0.001930179 0.010390315
## 5 0.0305708029 0.0230332210 0.03119654 0.015108464 0.037636745
## 6 0.0332586485 0.0133339625 0.03081882 0.004482350 0.037656445
## 7 0.0065735662 0.0201420611 0.02923891 0.020180344 0.011454586
## 8 0.0121622006 0.0108023605 0.02351701 0.002080816 0.003181255
## 9 0.0139969124 0.0436808791 0.02325230 0.019666219 0.010154236
## 10 0.0339695036 0.0117121742 0.02325028 0.010491023 0.028416820
## 11 0.0009007151 0.0116507850 0.02239007 0.006561350 0.002604714
## 12 0.0025348205 0.0051737310 0.02223911 0.015189626 0.025997518
## 13 0.0135117132 0.0114065064 0.02209032 0.031967155 0.004969600
## 14 0.0161064805 0.0310532446 0.02171715 0.002443015 0.037442747
## 15 0.0074020110 0.0202215632 0.02162561 0.004257236 0.024724147
## 16 0.0140127584 0.0236642831 0.02143505 0.021454496 0.014363198
## 17 0.0265312952 0.0412219433 0.02138471 0.011077504 0.005863882
## 18 0.0425699435 0.0387244870 0.01986729 0.025893148 0.016602222
## 19 0.0055798663 0.0120209438 0.01905051 0.027274032 0.016114617
## 20 0.0118206832 0.0116804969 0.01864315 0.007750826 0.009362498
## 21 0.0167767232 0.0037381892 0.01859889 0.001219636 0.027985270
## PC32.28 PC33.28 PC34.28 PC35.28 PC36.28
## 1 0.0002693448 0.0026487843 0.0132779417 0.022576989 0.011282868
## 2 0.0120772967 0.0361447601 0.0127511831 0.032732045 0.025934581
## 3 0.0014454672 0.0009011486 0.0091688055 0.024454564 0.026771490
## 4 0.0189195769 0.0089904297 0.0087402349 0.010714334 0.002502554
## 5 0.0208240629 0.0172165126 0.0208803279 0.017956477 0.023148045
## 6 0.0214811413 0.0179679657 0.0086510429 0.014940891 0.025192807
## 7 0.0028676726 0.0078546589 0.0017461873 0.003523513 0.004219849
## 8 0.0078498621 0.0196472971 0.0173828316 0.014696340 0.029624780
## 9 0.0222802022 0.0022393692 0.0123471766 0.006373069 0.010947112
## 10 0.0034747865 0.0018882861 0.0099352587 0.003505102 0.008819793
## 11 0.0088117414 0.0186021851 0.0070467067 0.001594878 0.006372683
## 12 0.0002837276 0.0198939309 0.0264555110 0.032195026 0.006607765
## 13 0.0185987087 0.0037854684 0.0076944941 0.012775790 0.005991220
## 14 0.0005015064 0.0002309027 0.0030895186 0.037392264 0.015365824
## 15 0.0107931755 0.0221986133 0.0463595486 0.019166348 0.004387870
## 16 0.0095776196 0.0141383440 0.0006488152 0.003352840 0.010613389
## 17 0.0161011067 0.0253661575 0.0060305240 0.008019843 0.028839537
## 18 0.0197211485 0.0102347161 0.0255129422 0.015698911 0.006065384
## 19 0.0024506250 0.0078392791 0.0036125245 0.009234157 0.009797892
## 20 0.0064832838 0.0417843271 0.0286055986 0.009338729 0.034246715
## 21 0.0420744340 0.0028707683 0.0104003786 0.013347305 0.017387287
## PC37.28 PC38.28 PC39.28 PC40.28 PC41.28
## 1 1.471242e-04 0.005862358 0.0174657127 0.0227976437 0.0293710617
## 2 3.147825e-05 0.007395560 0.0015385472 0.0242319413 0.0003123014
## 3 1.028535e-02 0.043045569 0.0119045030 0.0066468961 0.0104571448
## 4 4.266231e-03 0.023206111 0.0006482205 0.0116785958 0.0273605554
## 5 3.422518e-02 0.001936499 0.0225391866 0.0137636615 0.0182344464
## 6 4.994889e-03 0.009268270 0.0079574468 0.0143241719 0.0149658718
## 7 2.001631e-02 0.003643394 0.0014280935 0.0182015185 0.0486705208
## 8 2.066260e-02 0.014887879 0.0201818028 0.0195787940 0.0080433369
## 9 3.701755e-02 0.030976287 0.0057903217 0.0080364881 0.0249514920
## 10 6.811063e-03 0.024973398 0.0110103570 0.0073827815 0.0075963831
## 11 8.958627e-03 0.012716084 0.0095968710 0.0085283545 0.0022769421
## 12 5.811690e-04 0.002713510 0.0237627252 0.0068078448 0.0296482438
## 13 6.662558e-03 0.011242512 0.0240057629 0.0267822260 0.0219911094
## 14 1.088287e-03 0.002571623 0.0017424902 0.0008616916 0.0254261950
## 15 7.129389e-03 0.007958182 0.0026019229 0.0017444771 0.0076518257
## 16 1.177010e-03 0.021121889 0.0116742314 0.0462970274 0.0060543317
## 17 1.883313e-02 0.001502887 0.0001750696 0.0003577850 0.0168039191
## 18 1.581665e-02 0.009181122 0.0095197219 0.0056066994 0.0002322842
## 19 9.912673e-04 0.005899784 0.0095354676 0.0247832667 0.0075063876
## 20 1.004410e-02 0.002584070 0.0109883234 0.0096932235 0.0016642194
## 21 1.571913e-03 0.014884835 0.0282106408 0.0254883104 0.0080595398
## PC42.28 PC43.28 PC44.28 PC45.28 PC46.28
## 1 0.0080766268 0.008436541 0.0013950552 0.0011189952 7.033337e-05
## 2 0.0046483661 0.013441862 0.0123416608 0.0354220058 2.421951e-03
## 3 0.0032790427 0.012522541 0.0124287559 0.0361316279 8.812361e-03
## 4 0.0068112101 0.000795879 0.0004903914 0.0004736047 1.786810e-03
## 5 0.0239487675 0.008844516 0.0173245255 0.0045339670 7.415926e-03
## 6 0.0049764289 0.002635585 0.0100842442 0.0018465310 2.202662e-02
## 7 0.0153110504 0.001605145 0.0074529577 0.0013126943 1.676173e-03
## 8 0.0001581613 0.000414364 0.0093585961 0.0488101676 1.569529e-02
## 9 0.0126875766 0.012327293 0.0153328844 0.0030843189 3.872223e-03
## 10 0.0159441600 0.017425841 0.0080431641 0.0061876670 2.345018e-02
## 11 0.0141781252 0.010494063 0.0267086807 0.0231827607 2.061208e-02
## 12 0.0100330149 0.015526534 0.0119409846 0.0064579627 1.728592e-02
## 13 0.0269201528 0.019150156 0.0031657556 0.0257522306 7.428793e-03
## 14 0.0170409778 0.014841274 0.0101314409 0.0088937564 2.071444e-02
## 15 0.0303072881 0.025638410 0.0062154054 0.0082020224 2.074739e-02
## 16 0.0210037045 0.024645444 0.0391257924 0.0179201005 1.491830e-02
## 17 0.0140898402 0.046305247 0.0227728977 0.0042822245 1.184545e-02
## 18 0.0044774087 0.025925866 0.0107523781 0.0044581266 3.036392e-02
## 19 0.0064055674 0.014848294 0.0038236898 0.0255710194 1.543895e-02
## 20 0.0053447019 0.005115243 0.0047047089 0.0247971524 2.550465e-02
## 21 0.0203633106 0.006375211 0.0012015240 0.0122161815 1.522957e-02
## PC47.28 PC48.28 PC49.28 PC50.28 PC51.28
## 1 5.450552e-03 2.270086e-02 0.006134355 0.0248583148 0.0174147560
## 2 3.000743e-05 5.979111e-03 0.003630809 0.0407831659 0.0153592575
## 3 1.629688e-02 8.809708e-05 0.040440421 0.0450641610 0.0017047447
## 4 2.121883e-02 1.696439e-02 0.019034109 0.0278684969 0.0285095830
## 5 4.281852e-03 1.911645e-02 0.005849950 0.0165306837 0.0379471377
## 6 1.947440e-03 1.100397e-02 0.004115277 0.0008671222 0.0095065472
## 7 1.161380e-02 5.653503e-03 0.048671768 0.0275296022 0.0225559026
## 8 1.669381e-02 2.338906e-02 0.030826123 0.0102615547 0.0239340125
## 9 8.837437e-03 4.413069e-02 0.015009847 0.0014120372 0.0227222457
## 10 2.483400e-02 1.234168e-02 0.018043596 0.0173358303 0.0118349531
## 11 1.116480e-02 1.757874e-02 0.031930753 0.0010169702 0.0004127861
## 12 1.347241e-02 1.725954e-02 0.001264596 0.0223537131 0.0074320911
## 13 4.845564e-03 5.346540e-02 0.007169404 0.0029971363 0.0133442124
## 14 5.529082e-03 3.238020e-02 0.016529460 0.0277537598 0.0032255325
## 15 1.122818e-03 3.687112e-03 0.001709257 0.0062403701 0.0290759161
## 16 3.944670e-03 2.005098e-02 0.007372473 0.0208309307 0.0384915651
## 17 3.460490e-02 1.236260e-02 0.008435817 0.0215834301 0.0196754224
## 18 1.358594e-02 1.962375e-02 0.009611119 0.0163555965 0.0039280288
## 19 1.151700e-02 3.237121e-02 0.030152235 0.0065554849 0.0161787174
## 20 2.599387e-02 2.408479e-03 0.005842586 0.0050285835 0.0141104814
## 21 4.067766e-03 2.141525e-02 0.008644322 0.0009013305 0.0213108368
## PC52.28 PC53.28 PC54.28 PC55.28 PC56.28
## 1 0.003283311 0.0161508867 0.025085136 0.004433964 0.0187162825
## 2 0.019407217 0.0042436624 0.004491429 0.004524758 0.0026896841
## 3 0.002983082 0.0033514398 0.015396036 0.001909226 0.0220527414
## 4 0.018949358 0.0239896580 0.022940531 0.019956413 0.0014114125
## 5 0.008881274 0.0035079314 0.016682468 0.010452593 0.0340629232
## 6 0.001165739 0.0210651750 0.023212597 0.026002088 0.0256390383
## 7 0.026505585 0.0067752280 0.004764321 0.012098490 0.0173847375
## 8 0.005630739 0.0023678486 0.004096614 0.023417475 0.0197683709
## 9 0.005435733 0.0003310062 0.031983590 0.027626463 0.0173797478
## 10 0.015759341 0.0212736010 0.023261569 0.020646382 0.0001945403
## 11 0.016650568 0.0089817831 0.014765855 0.008106380 0.0156387889
## 12 0.015030708 0.0073035634 0.004293907 0.034632705 0.0038938297
## 13 0.004402327 0.0095169916 0.006698808 0.006786162 0.0061490947
## 14 0.009809450 0.0069686322 0.001097101 0.017056167 0.0204379417
## 15 0.002930999 0.0379608313 0.032057193 0.002701520 0.0086863854
## 16 0.004252518 0.0264895088 0.015471750 0.009970268 0.0171239753
## 17 0.004889472 0.0240110550 0.003472241 0.009614488 0.0287811963
## 18 0.005412476 0.0121770192 0.018651893 0.016706713 0.0302823006
## 19 0.019927127 0.0249062437 0.050567478 0.013703990 0.0069350531
## 20 0.007149243 0.0356010823 0.035628338 0.010877514 0.0106730363
## 21 0.026298120 0.0350156343 0.016470599 0.023857017 0.0080749649
## PC57.28 PC58.28 PC59.28 PC60.28 PC61.28
## 1 0.0087558228 0.0163066446 0.0161335561 0.0411753410 0.0001218313
## 2 0.0193643083 0.0014099180 0.0022746844 0.0344295010 0.0105699581
## 3 0.0189498703 0.0057354535 0.0177952340 0.0109030140 0.0074240515
## 4 0.0345738076 0.0005703724 0.0018083873 0.0071341350 0.0287538718
## 5 0.0041799317 0.0322035596 0.0114455837 0.0176314357 0.0009550841
## 6 0.0159043148 0.0095231596 0.0232531093 0.0157467721 0.0087711047
## 7 0.0089305646 0.0094859202 0.0179912196 0.0008404033 0.0180262040
## 8 0.0205936246 0.0108039513 0.0058408764 0.0200524530 0.0170761427
## 9 0.0005879765 0.0144710664 0.0037577225 0.0193812336 0.0068189135
## 10 0.0299042747 0.0131431079 0.0414309789 0.0272649443 0.0233876152
## 11 0.0035511946 0.0157120649 0.0621908383 0.0247831934 0.0225499796
## 12 0.0060888693 0.0330127589 0.0146032574 0.0035787723 0.0378627010
## 13 0.0278880309 0.0131300471 0.0119149345 0.0284977274 0.0066982154
## 14 0.0222050920 0.0057568211 0.0173497481 0.0146415426 0.0303494108
## 15 0.0256685339 0.0128126667 0.0114304209 0.0201215702 0.0158693475
## 16 0.0204208195 0.0365678794 0.0002426167 0.0027713080 0.0143880794
## 17 0.0084370519 0.0209606836 0.0001859973 0.0081974840 0.0077947018
## 18 0.0006870612 0.0012665386 0.0265810576 0.0006534196 0.0046067164
## 19 0.0241513644 0.0023957447 0.0163338902 0.0181725314 0.0031759442
## 20 0.0015997096 0.0075136757 0.0155025141 0.0527958195 0.0028280140
## 21 0.0183184898 0.0116716019 0.0049112652 0.0136558565 0.0288153660
## PC62.28 PC63.28 PC64.28 PC65.28 PC66.28
## 1 0.0126564643 0.0188375284 0.025882548 0.006652772 0.0066018392
## 2 0.0098949289 0.0117220517 0.011285661 0.004912056 0.0108661096
## 3 0.0128791331 0.0212965070 0.004303212 0.025370498 0.0050156885
## 4 0.0022581916 0.0062318038 0.022999685 0.004484612 0.0494768452
## 5 0.0039387227 0.0009389781 0.002068094 0.026523212 0.0325221308
## 6 0.0214857345 0.0173342774 0.008163954 0.007822644 0.0331231514
## 7 0.0031914290 0.0390788541 0.003254461 0.007812256 0.0227454942
## 8 0.0140479593 0.0040058054 0.006779335 0.017664369 0.0255842740
## 9 0.0099734183 0.0037094319 0.003969332 0.008179798 0.0457675855
## 10 0.0150682489 0.0073209843 0.011231505 0.020280848 0.0239027676
## 11 0.0030781720 0.0044175922 0.054174695 0.010890913 0.0290564731
## 12 0.0005669022 0.0102937100 0.025733704 0.008161305 0.0091851252
## 13 0.0049344800 0.0017799189 0.007887224 0.002852583 0.0032705573
## 14 0.0002165496 0.0019205516 0.035741256 0.002299145 0.0004914900
## 15 0.0223570487 0.0121435390 0.041621206 0.023021525 0.0159150690
## 16 0.0124579160 0.0055364581 0.017656771 0.010379992 0.0001655415
## 17 0.0067100558 0.0146772136 0.000124328 0.009623472 0.0105786711
## 18 0.0382235860 0.0347435548 0.007743510 0.010017683 0.0162994606
## 19 0.0053904598 0.0203347332 0.022205995 0.035747545 0.0203458962
## 20 0.0250566772 0.0156874181 0.014973056 0.010184212 0.0234234742
## 21 0.0373239206 0.0041764768 0.007986529 0.012964563 0.0239976262
## PC67.28 PC68.28 programN.29
## 1 0.013607617 0.011504675 History
## 2 0.016552708 0.010215837 Measurement..Evaluation.and.Statistics
## 3 0.023712651 0.023748878 Art.Education
## 4 0.014794432 0.005988132 Inclusive.Education
## 5 0.008916730 0.011957627 Adult.Education
## 6 0.012292413 0.012238323 Teaching.English
## 7 0.005151163 0.007559992 Sociology
## 8 0.009485408 0.006262292 Diabetes.Education
## 9 0.009370916 0.021899326 Early.Childhood.Education
## 10 0.020705462 0.029902972 Change.Leadership
## 11 0.042785058 0.021834828 English.Education
## 12 0.007234322 0.009977489 Deaf.and.Hard.of.Hearing
## 13 0.005397105 0.028104973 Private.School.Leadership
## 14 0.038128544 0.001384313 Cooperation.and.Conflict.Resolution
## 15 0.002720838 0.019958390 Neuroscience
## 16 0.001124378 0.021432177 School.Psychology
## 17 0.016043622 0.012191777 Communication.Sciences.and.Disorders
## 18 0.013466340 0.026122526 Instructional.Technology.and.Media
## 19 0.008762385 0.012692412 Urban.Education
## 20 0.007941836 0.019642057 Creative.Technologies
## 21 0.004366769 0.030231825 Reading
## PC1.29 PC2.29 PC3.29 PC4.29 PC5.29
## 1 0.0266635454 0.002442781 0.0015556889 0.0021290297 0.053094195
## 2 0.0064349114 0.001654446 0.0432617565 0.0090647142 0.005170621
## 3 0.0155564979 0.002048307 0.0089310749 0.0020734548 0.022933112
## 4 0.0170615072 0.010920638 0.0032186462 0.0005861185 0.022383499
## 5 0.0284241315 0.013389713 0.0011753502 0.0094882961 0.020011212
## 6 0.0144826950 0.010533581 0.0010454784 0.0465099061 0.001559886
## 7 0.0215823333 0.024251895 0.0045334295 0.0278952166 0.002804944
## 8 0.0013461403 0.029004561 0.0050051172 0.0020001112 0.003031366
## 9 0.0163175487 0.002736457 0.0021324511 0.0260539388 0.013054109
## 10 0.0398648928 0.001507808 0.0131650993 0.0212088348 0.009947538
## 11 0.0092787177 0.003928365 0.0054881232 0.0531405663 0.009994085
## 12 0.0004832062 0.030295644 0.0003625311 0.0332722791 0.008320232
## 13 0.0295910671 0.009104437 0.0041877010 0.0035497901 0.030995370
## 14 0.0305095423 0.008861744 0.0055603952 0.0059667531 0.003008791
## 15 0.0082813494 0.034657422 0.0274107594 0.0046522158 0.006940352
## 16 0.0141583324 0.011341619 0.0090697886 0.0053335676 0.006691396
## 17 0.0122222491 0.021605319 0.0114353776 0.0216968948 0.011556281
## 18 0.0012299612 0.001435074 0.0411508592 0.0139205598 0.005302009
## 19 0.0281556432 0.004910671 0.0076600332 0.0119702405 0.029310308
## 20 0.0063038828 0.009043693 0.0385378293 0.0179023826 0.004379405
## 21 0.0204406685 0.001183486 0.0079798028 0.0150766710 0.028443466
## PC6.29 PC7.29 PC8.29 PC9.29 PC10.29
## 1 0.005603208 0.002422623 1.587315e-02 0.0014314058 0.0028922222
## 2 0.029388496 0.020607083 1.407094e-03 0.0179862196 0.0238703915
## 3 0.008990533 0.024412423 6.733567e-03 0.0010485654 0.0354939210
## 4 0.029782550 0.015254051 7.121800e-03 0.0093675312 0.0180083256
## 5 0.026282169 0.020197883 1.356196e-02 0.0013920563 0.0118614379
## 6 0.009315621 0.008608775 1.710630e-02 0.0087092669 0.0001295534
## 7 0.006136588 0.011291739 7.061468e-03 0.0012963323 0.0150742112
## 8 0.019339240 0.020485282 3.436564e-02 0.0255507386 0.0083823655
## 9 0.012121273 0.020794978 3.302844e-02 0.0215499357 0.0196400201
## 10 0.018783905 0.004456839 4.742287e-05 0.0037357089 0.0179235215
## 11 0.005741980 0.008528871 7.304312e-03 0.0056194745 0.0274263942
## 12 0.017611053 0.029480553 1.119341e-02 0.0170472406 0.0148158096
## 13 0.026791143 0.010369450 8.365476e-03 0.0044075857 0.0018129601
## 14 0.004433728 0.014577912 8.662859e-03 0.0294558589 0.0198420109
## 15 0.017080153 0.003198050 6.005044e-03 0.0244517677 0.0084495571
## 16 0.036556087 0.011510206 1.608795e-02 0.0319696333 0.0039291076
## 17 0.031061902 0.045103579 2.018048e-02 0.0036702273 0.0100800326
## 18 0.018454248 0.015688278 1.706128e-02 0.0008755746 0.0064278971
## 19 0.007637409 0.009435514 3.688820e-02 0.0200579649 0.0068444197
## 20 0.016480590 0.015249997 2.948344e-02 0.0105116641 0.0101118600
## 21 0.013120434 0.002924724 2.327535e-02 0.0041923219 0.0131786178
## PC11.29 PC12.29 PC13.29 PC14.29 PC15.29
## 1 0.0052773453 0.016671175 0.0013146984 2.257531e-02 0.014450027
## 2 0.0130058611 0.025791954 0.0303641121 1.805421e-02 0.008045789
## 3 0.0342816576 0.024098872 0.0317734411 8.276382e-03 0.014734178
## 4 0.0356482459 0.013713649 0.0006533485 1.226104e-02 0.020385249
## 5 0.0058608203 0.004401913 0.0027171270 1.919243e-02 0.021354587
## 6 0.0066786365 0.028828935 0.0103141677 1.083284e-02 0.015268883
## 7 0.0262233891 0.008732706 0.0003873450 2.056018e-02 0.009152638
## 8 0.0020275950 0.001307258 0.0224833564 1.161929e-04 0.024908277
## 9 0.0071002159 0.001455092 0.0251107596 3.195039e-03 0.026141851
## 10 0.0139374341 0.002607609 0.0073583512 1.462565e-02 0.012002641
## 11 0.0056159168 0.007881216 0.0034628875 7.916287e-04 0.024252315
## 12 0.0154384187 0.017948213 0.0281445419 5.146053e-03 0.025029745
## 13 0.0009176543 0.009298711 0.0067930806 3.416363e-02 0.009581321
## 14 0.0102516983 0.024695811 0.0181019454 9.416753e-03 0.017100243
## 15 0.0012817421 0.009221666 0.0026982800 9.149750e-04 0.038533198
## 16 0.0041003550 0.002958882 0.0018835188 3.465212e-02 0.026257248
## 17 0.0273229533 0.003080459 0.0063129079 1.275419e-02 0.008631775
## 18 0.0397457706 0.031527978 0.0266299592 2.496703e-03 0.010179991
## 19 0.0180700950 0.005481427 0.0010188237 2.241245e-02 0.005022715
## 20 0.0151849878 0.004083316 0.0175345238 8.110235e-05 0.011179291
## 21 0.0151928942 0.032431938 0.0292802971 1.919035e-03 0.010704368
## PC16.29 PC17.29 PC18.29 PC19.29 PC20.29
## 1 0.007566383 0.0086314728 0.0152790336 0.011884667 0.004470544
## 2 0.011166111 0.0075813830 0.0310925126 0.009605183 0.016777008
## 3 0.042387978 0.0099082432 0.0104051803 0.008058136 0.008551660
## 4 0.012446626 0.0287832542 0.0449375971 0.010910470 0.013056997
## 5 0.020422979 0.0102031935 0.0001088556 0.021082632 0.018696905
## 6 0.012637434 0.0253689631 0.0381389304 0.020365340 0.012719123
## 7 0.008549125 0.0077309109 0.0332793784 0.038723593 0.003486161
## 8 0.011650159 0.0049883479 0.0457028055 0.012520540 0.005576673
## 9 0.032150140 0.0249982477 0.0099390354 0.001015508 0.028130418
## 10 0.011577729 0.0106277830 0.0074264591 0.008412830 0.005304519
## 11 0.024049301 0.0088987259 0.0373760421 0.029610708 0.022473493
## 12 0.025337306 0.0144666111 0.0215054840 0.012970412 0.009701404
## 13 0.005696281 0.0052771841 0.0307545765 0.005755969 0.013616821
## 14 0.002798045 0.0004136718 0.0032913441 0.036081187 0.022488120
## 15 0.030638579 0.0046173443 0.0222377474 0.011392769 0.001406500
## 16 0.005438831 0.0350320756 0.0410151501 0.001880376 0.019524309
## 17 0.014593970 0.0006396479 0.0006730579 0.021085333 0.001082123
## 18 0.025128055 0.0011513687 0.0181802721 0.003601451 0.005014762
## 19 0.005434683 0.0191702590 0.0109936899 0.017204004 0.006300514
## 20 0.025003269 0.0157504987 0.0078265585 0.027600464 0.025465545
## 21 0.006045508 0.0360861494 0.0194168319 0.039566429 0.034915387
## PC21.29 PC22.29 PC23.29 PC24.29 PC25.29
## 1 0.0121759984 0.024553718 1.211472e-02 0.0094417861 0.0052949583
## 2 0.0028087050 0.006291520 1.128688e-02 0.0152568543 0.0015038946
## 3 0.0032436272 0.019921910 6.313250e-03 0.0152701300 0.0034042358
## 4 0.0002768048 0.012153475 2.278943e-02 0.0244319393 0.0230774302
## 5 0.0204459493 0.020782721 2.502608e-02 0.0008077446 0.0298119762
## 6 0.0089258554 0.022410047 2.208645e-02 0.0111435918 0.0170305855
## 7 0.0240717349 0.023357398 1.464761e-02 0.0371095575 0.0005793825
## 8 0.0014952977 0.014862776 2.520695e-02 0.0034863291 0.0067578970
## 9 0.0171683156 0.016052966 2.659513e-02 0.0384892121 0.0118781100
## 10 0.0086090480 0.001701926 5.442440e-03 0.0288479627 0.0166479520
## 11 0.0119503698 0.014034093 7.340199e-03 0.0269439299 0.0029602518
## 12 0.0028733298 0.025890225 3.105452e-05 0.0284392617 0.0051393806
## 13 0.0024203886 0.033602308 1.343530e-03 0.0375909646 0.0009519840
## 14 0.0189197227 0.011820382 4.909622e-03 0.0191033895 0.0214518746
## 15 0.0200360698 0.016905511 1.715587e-02 0.0189879783 0.0364937550
## 16 0.0233258709 0.024955219 1.578218e-02 0.0140918768 0.0083716108
## 17 0.0081284155 0.011728583 1.586092e-02 0.0105237618 0.0334632115
## 18 0.0409427963 0.014020754 2.423495e-02 0.0142068212 0.0086044239
## 19 0.0101020121 0.001479783 2.190950e-02 0.0221844936 0.0126750065
## 20 0.0238319011 0.011528952 6.137766e-04 0.0009855782 0.0530934386
## 21 0.0136972845 0.001255224 1.497869e-03 0.0160532210 0.0173883937
## PC26.29 PC27.29 PC28.29 PC29.29 PC30.29
## 1 0.002012743 0.013727667 0.0255845394 0.0110504073 0.04840287
## 2 0.006819988 0.011248786 0.0154582198 0.0062046542 0.04720409
## 3 0.031324719 0.003351852 0.0108956346 0.0104823904 0.04261704
## 4 0.031646744 0.004983032 0.0307676886 0.0139480559 0.04207586
## 5 0.002738005 0.011030234 0.0346366529 0.0091808504 0.03967658
## 6 0.013441267 0.028583655 0.0224131810 0.0151838143 0.03946792
## 7 0.005853814 0.011773129 0.0139280529 0.0144149003 0.03508749
## 8 0.015114218 0.007009808 0.0406683788 0.0110291989 0.03365985
## 9 0.010273766 0.013511713 0.0114065064 0.0220903197 0.03196715
## 10 0.004553920 0.002824760 0.0023690702 0.0153930982 0.03131931
## 11 0.017200132 0.027199242 0.0127030288 0.0164621682 0.02932050
## 12 0.008970794 0.005579866 0.0120209438 0.0190505117 0.02727403
## 13 0.017374584 0.022091746 0.0009106448 0.0063290486 0.02629100
## 14 0.014102336 0.042569943 0.0387244870 0.0198672945 0.02589315
## 15 0.007240608 0.011685925 0.0015291338 0.0183579973 0.02205544
## 16 0.017807661 0.006331016 0.0143919303 0.0080001191 0.02175406
## 17 0.008256672 0.014012758 0.0236642831 0.0214350484 0.02145450
## 18 0.007032989 0.006573566 0.0201420611 0.0292389054 0.02018034
## 19 0.016163908 0.013996912 0.0436808791 0.0232522969 0.01966622
## 20 0.010075115 0.027294153 0.0334229386 0.0053218395 0.01924569
## 21 0.019136366 0.026784552 0.0138769636 0.0004192801 0.01886000
## PC31.29 PC32.29 PC33.29 PC34.29 PC35.29
## 1 0.017759978 0.014514086 0.0042574736 0.0230322985 0.004228707
## 2 0.001692669 0.008458964 0.0170221307 0.0009184801 0.037991130
## 3 0.034447106 0.024905501 0.0074911357 0.0108015540 0.002504887
## 4 0.004499735 0.011916066 0.0032904695 0.0175358222 0.011778460
## 5 0.008333490 0.009724327 0.0042953455 0.0115100049 0.037944145
## 6 0.018539128 0.026776651 0.0002151087 0.0362280029 0.007856700
## 7 0.006263718 0.007041298 0.0078761134 0.0145056557 0.019847812
## 8 0.012925584 0.003322758 0.0130393617 0.0240064361 0.037349451
## 9 0.004969600 0.018598709 0.0037854684 0.0076944941 0.012775790
## 10 0.008064735 0.027402388 0.0063193302 0.0450600447 0.012806501
## 11 0.010651582 0.020075674 0.0031951368 0.0270470011 0.007447188
## 12 0.016114617 0.002450625 0.0078392791 0.0036125245 0.009234157
## 13 0.003132633 0.024761860 0.0039000671 0.0270412766 0.012369938
## 14 0.016602222 0.019721148 0.0102347161 0.0255129422 0.015698911
## 15 0.010430419 0.019810330 0.0239844111 0.0014951231 0.006022188
## 16 0.023882759 0.017211435 0.0035637641 0.0117691234 0.008310335
## 17 0.014363198 0.009577620 0.0141383440 0.0006488152 0.003352840
## 18 0.011454586 0.002867673 0.0078546589 0.0017461873 0.003523513
## 19 0.010154236 0.022280202 0.0022393692 0.0123471766 0.006373069
## 20 0.020241797 0.015027971 0.0112140731 0.0027082578 0.023695345
## 21 0.018102852 0.003187959 0.0134600899 0.0232013411 0.020187266
## PC36.29 PC37.29 PC38.29 PC39.29 PC40.29
## 1 0.0139193464 0.0060609155 0.021004263 6.512379e-06 0.005594068
## 2 0.0038771189 0.0379208537 0.010920916 1.688190e-02 0.007955152
## 3 0.0248665099 0.0079641889 0.015840697 5.401391e-03 0.047820182
## 4 0.0058763136 0.0175596240 0.008483998 1.944366e-02 0.004911617
## 5 0.0197211996 0.0494494400 0.009883776 1.651947e-02 0.012543531
## 6 0.0121603470 0.0072000055 0.005457971 1.510443e-02 0.001828316
## 7 0.0206857688 0.0434950131 0.007439036 1.955883e-02 0.022398314
## 8 0.0023045681 0.0213914434 0.002080026 3.988448e-02 0.005108845
## 9 0.0059912201 0.0066625584 0.011242512 2.400576e-02 0.026782226
## 10 0.0136857294 0.0265864915 0.017914765 2.335241e-02 0.010259923
## 11 0.0006196092 0.0145370901 0.007350681 3.993789e-02 0.001928240
## 12 0.0097978922 0.0009912673 0.005899784 9.535468e-03 0.024783267
## 13 0.0165961763 0.0091173282 0.007285253 1.032338e-02 0.021305634
## 14 0.0060653835 0.0158166516 0.009181122 9.519722e-03 0.005606699
## 15 0.0215628649 0.0142566743 0.006427212 1.745404e-02 0.021074049
## 16 0.0208775866 0.0264355233 0.042190943 2.694085e-02 0.033548736
## 17 0.0106133888 0.0011770102 0.021121889 1.167423e-02 0.046297027
## 18 0.0042198495 0.0200163141 0.003643394 1.428094e-03 0.018201518
## 19 0.0109471119 0.0370175504 0.030976287 5.790322e-03 0.008036488
## 20 0.0131949955 0.0127104930 0.025403862 2.761096e-02 0.014912208
## 21 0.0105016730 0.0038229054 0.006886882 1.398079e-02 0.031247905
## PC41.29 PC42.29 PC43.29 PC44.29 PC45.29
## 1 0.0124773560 9.094251e-03 0.003859800 0.022452274 0.030398674
## 2 0.0098911955 2.006601e-02 0.013458194 0.018695727 0.006630258
## 3 0.0287977031 2.635590e-02 0.005219606 0.010129031 0.027060375
## 4 0.0165448250 6.804155e-03 0.025870268 0.021073416 0.022704675
## 5 0.0051769218 1.284150e-02 0.027387216 0.004782294 0.013696443
## 6 0.0108041484 1.024008e-03 0.009068592 0.012222824 0.018216667
## 7 0.0084675249 3.290123e-02 0.013574254 0.006483362 0.017747768
## 8 0.0195289500 3.729602e-02 0.002483246 0.022276022 0.016185542
## 9 0.0219911094 2.692015e-02 0.019150156 0.003165756 0.025752231
## 10 0.0097124481 2.871039e-02 0.006222037 0.006297690 0.001009946
## 11 0.0049183389 1.712606e-03 0.002421392 0.028166659 0.010476676
## 12 0.0075063876 6.405567e-03 0.014848294 0.003823690 0.025571019
## 13 0.0017238288 4.030641e-02 0.036568891 0.009825516 0.005306105
## 14 0.0002322842 4.477409e-03 0.025925866 0.010752378 0.004458127
## 15 0.0067197490 9.407813e-05 0.025441821 0.003448952 0.002373057
## 16 0.0146904620 5.602204e-03 0.013212907 0.017285563 0.013971041
## 17 0.0060543317 2.100370e-02 0.024645444 0.039125792 0.017920101
## 18 0.0486705208 1.531105e-02 0.001605145 0.007452958 0.001312694
## 19 0.0249514920 1.268758e-02 0.012327293 0.015332884 0.003084319
## 20 0.0065517306 2.801652e-02 0.009297284 0.023504665 0.020137958
## 21 0.0192450057 6.949625e-03 0.037512499 0.005468838 0.002573854
## PC46.29 PC47.29 PC48.29 PC49.29 PC50.29
## 1 0.014451516 0.0233502572 0.0041044850 0.001196755 0.0170451125
## 2 0.010518328 0.0102753241 0.0088465627 0.020997691 0.0158671679
## 3 0.023231779 0.0209236556 0.0163215330 0.011960728 0.0203909090
## 4 0.019649372 0.0219960654 0.0032544164 0.005851927 0.0061513152
## 5 0.011028103 0.0148468496 0.0004276145 0.005165856 0.0148577288
## 6 0.026113945 0.0105872301 0.0056689424 0.044523392 0.0329795439
## 7 0.008612097 0.0234172702 0.0147734090 0.005743079 0.0219280510
## 8 0.001550490 0.0049013286 0.0343466502 0.011585849 0.0113383049
## 9 0.007428793 0.0048455637 0.0534654011 0.007169404 0.0029971363
## 10 0.001334873 0.0175861587 0.0174346615 0.037671790 0.0145545413
## 11 0.015160754 0.0024067526 0.0476914612 0.014883303 0.0080353999
## 12 0.015438946 0.0115170022 0.0323712131 0.030152235 0.0065554849
## 13 0.019153358 0.0144368687 0.0227566660 0.015081237 0.0012942469
## 14 0.030363916 0.0135859381 0.0196237539 0.009611119 0.0163555965
## 15 0.001165617 0.0230255906 0.0108297882 0.002611124 0.0102166669
## 16 0.023144132 0.0157752637 0.0025162943 0.001772171 0.0005050121
## 17 0.014918303 0.0039446700 0.0200509846 0.007372473 0.0208309307
## 18 0.001676173 0.0116138027 0.0056535034 0.048671768 0.0275296022
## 19 0.003872223 0.0088374374 0.0441306887 0.015009847 0.0014120372
## 20 0.022286234 0.0089619234 0.0108190716 0.023067268 0.0025410549
## 21 0.004765132 0.0004688775 0.0063523918 0.005535342 0.0028123314
## PC51.29 PC52.29 PC53.29 PC54.29 PC55.29
## 1 0.0465006563 0.001842569 0.0334005615 0.0222085762 0.0150609786
## 2 0.0078240958 0.022273503 0.0123513819 0.0002232964 0.0169745055
## 3 0.0003602512 0.007965090 0.0003402151 0.0076261223 0.0089668291
## 4 0.0392938182 0.033265264 0.0014460615 0.0125827955 0.0109562284
## 5 0.0257723443 0.010937998 0.0010831601 0.0153962332 0.0134792462
## 6 0.0059094333 0.011698836 0.0014647653 0.0149514301 0.0268340642
## 7 0.0142356650 0.006706854 0.0043644760 0.0079230424 0.0016213797
## 8 0.0108721330 0.003786968 0.0114923788 0.0255463749 0.0322956348
## 9 0.0133442124 0.004402327 0.0095169916 0.0066988085 0.0067861623
## 10 0.0127903893 0.006595781 0.0036184290 0.0276847937 0.0073353538
## 11 0.0006677501 0.022416943 0.0046828594 0.0098045072 0.0003477724
## 12 0.0161787174 0.019927127 0.0249062437 0.0505674779 0.0137039903
## 13 0.0143063583 0.004316882 0.0178186376 0.0018797221 0.0209410722
## 14 0.0039280288 0.005412476 0.0121770192 0.0186518929 0.0167067128
## 15 0.0313499301 0.026137646 0.0326605694 0.0143283040 0.0017381732
## 16 0.0023876970 0.000584539 0.0294181547 0.0102268671 0.0117759579
## 17 0.0384915651 0.004252518 0.0264895088 0.0154717497 0.0099702683
## 18 0.0225559026 0.026505585 0.0067752280 0.0047643213 0.0120984899
## 19 0.0227222457 0.005435733 0.0003310062 0.0319835895 0.0276264632
## 20 0.0068262164 0.027658524 0.0026353835 0.0026470887 0.0168570773
## 21 0.0091977040 0.032923408 0.0116590708 0.0232261491 0.0259331015
## PC56.29 PC57.29 PC58.29 PC59.29 PC60.29
## 1 0.0266252000 0.0216577643 0.009406267 0.0064088133 0.0035529432
## 2 0.0305796396 0.0504030134 0.022874049 0.0170088588 0.0200689902
## 3 0.0140110813 0.0027969516 0.011794705 0.0035312382 0.0054182727
## 4 0.0011959113 0.0203059421 0.011350867 0.0170113237 0.0178330426
## 5 0.0058437591 0.0348968597 0.008186469 0.0082769177 0.0149502251
## 6 0.0015088859 0.0277757771 0.007870364 0.0014461747 0.0207702826
## 7 0.0178425836 0.0363386915 0.027502951 0.0036902351 0.0059780048
## 8 0.0087096612 0.0147262760 0.008982357 0.0114969983 0.0088015811
## 9 0.0061490947 0.0278880309 0.013130047 0.0119149345 0.0284977274
## 10 0.0172721071 0.0114711009 0.033339806 0.0206921302 0.0047223287
## 11 0.0338410841 0.0067994928 0.004579482 0.0035929535 0.0021104248
## 12 0.0069350531 0.0241513644 0.002395745 0.0163338902 0.0181725314
## 13 0.0125424399 0.0097112722 0.016719906 0.0091127237 0.0060728563
## 14 0.0302823006 0.0006870612 0.001266539 0.0265810576 0.0006534196
## 15 0.0148300282 0.0140147292 0.032223313 0.0106048859 0.0050090322
## 16 0.0337877077 0.0002138958 0.005560050 0.0180751076 0.0082155131
## 17 0.0171239753 0.0204208195 0.036567879 0.0002426167 0.0027713080
## 18 0.0173847375 0.0089305646 0.009485920 0.0179912196 0.0008404033
## 19 0.0173797478 0.0005879765 0.014471066 0.0037577225 0.0193812336
## 20 0.0009952676 0.0028220103 0.005512894 0.0008688294 0.0223367110
## 21 0.0181915709 0.0199952455 0.009148898 0.0108802410 0.0258148884
## PC61.29 PC62.29 PC63.29 PC64.29 PC65.29
## 1 0.026546418 2.305947e-02 0.020584123 0.007986115 2.013989e-02
## 2 0.028272692 4.814962e-03 0.012401349 0.009303969 9.480562e-05
## 3 0.001842955 1.288904e-02 0.025757440 0.016528538 8.305204e-03
## 4 0.016984420 6.758373e-04 0.004312326 0.004573015 2.207759e-02
## 5 0.002828793 8.522109e-03 0.003799427 0.036784800 1.738271e-02
## 6 0.023094159 6.165117e-03 0.016431445 0.001978449 7.478598e-03
## 7 0.015124400 1.690232e-03 0.010342404 0.007566239 1.701307e-02
## 8 0.017897118 1.528504e-02 0.003318310 0.009322030 8.236429e-03
## 9 0.006698215 4.934480e-03 0.001779919 0.007887224 2.852583e-03
## 10 0.033646582 2.716196e-02 0.036119256 0.007747277 3.626377e-02
## 11 0.011671938 6.513001e-03 0.016457479 0.022660626 1.668568e-02
## 12 0.003175944 5.390460e-03 0.020334733 0.022205995 3.574754e-02
## 13 0.012814248 6.510743e-02 0.001195416 0.003406035 8.064042e-03
## 14 0.004606716 3.822359e-02 0.034743555 0.007743510 1.001768e-02
## 15 0.002587240 3.728433e-02 0.001782576 0.032788913 1.994599e-02
## 16 0.021196265 6.059957e-06 0.005537606 0.019795312 1.557555e-02
## 17 0.014388079 1.245792e-02 0.005536458 0.017656771 1.037999e-02
## 18 0.018026204 3.191429e-03 0.039078854 0.003254461 7.812256e-03
## 19 0.006818913 9.973418e-03 0.003709432 0.003969332 8.179798e-03
## 20 0.001179959 6.944575e-03 0.025170782 0.023709968 3.228760e-02
## 21 0.016587886 2.958614e-02 0.018921778 0.008656275 1.188943e-02
## PC66.29 PC67.29 PC68.29
## 1 0.0222696638 0.030188273 0.0013267173
## 2 0.0129384990 0.012200936 0.0082811154
## 3 0.0138161559 0.003404221 0.0023676781
## 4 0.0084886016 0.006659960 0.0116888410
## 5 0.0034344512 0.008699730 0.0356690038
## 6 0.0139022882 0.002545210 0.0168560548
## 7 0.0079692473 0.017648376 0.0377772817
## 8 0.0105218341 0.012063465 0.0051062697
## 9 0.0032705573 0.005397105 0.0281049725
## 10 0.0071977393 0.029118713 0.0001917411
## 11 0.0235283204 0.031208677 0.0180189870
## 12 0.0203458962 0.008762385 0.0126924120
## 13 0.0071524370 0.009976382 0.0225654471
## 14 0.0162994606 0.013466340 0.0261225260
## 15 0.0258698679 0.024302939 0.0238644148
## 16 0.0128397942 0.021742169 0.0007237298
## 17 0.0001655415 0.001124378 0.0214321773
## 18 0.0227454942 0.005151163 0.0075599921
## 19 0.0457675855 0.009370916 0.0218993263
## 20 0.0041561796 0.023535112 0.0017110830
## 21 0.0138594518 0.026976120 0.0012410059
## programN.30 PC1.30 PC2.30
## 1 Counseling.Psychology 1.232537e-02 0.029778751
## 2 Anthropology 7.248618e-03 0.011392533
## 3 Physiology 1.457407e-02 0.036751371
## 4 Communication.Media.and.Learning.Technologies 7.531615e-03 0.001195994
## 5 Art.Education 1.555650e-02 0.002048307
## 6 Early.Childhood.Special.Education 4.408253e-03 0.025552068
## 7 International.and.Comparative.Education 2.113102e-02 0.021317674
## 8 Nutrition 1.309656e-02 0.017259920
## 9 Cognitive.Science 4.729092e-04 0.017468663
## 10 Politics 3.108922e-02 0.016924948
## 11 Intellectual.Disability.Autism 4.472437e-03 0.010828258
## 12 Physical.Education 5.059954e-05 0.029865684
## 13 Higher.and.Postsecondary.Education 7.527071e-03 0.011385278
## 14 Sexuality..Women.and.Gender.in.Psychology 2.166156e-02 0.026960344
## 15 School.Psychology 1.415833e-02 0.011341619
## 16 Literacy 1.525271e-02 0.007728221
## 17 Creative.Technologies 6.303883e-03 0.009043693
## 18 Social.Organizational.Psychology 3.184102e-02 0.008441504
## 19 Movement.Science 1.334247e-02 0.022352574
## 20 Teaching.English 1.448270e-02 0.010533581
## 21 Reading 2.044067e-02 0.001183486
## PC3.30 PC4.30 PC5.30 PC6.30 PC7.30
## 1 0.008838175 0.012944995 2.828953e-02 0.0179568214 0.0229427356
## 2 0.005047288 0.024933330 1.411478e-02 0.0207416050 0.0259544172
## 3 0.003796706 0.019235619 5.857138e-03 0.0047655130 0.0085070441
## 4 0.035933133 0.004544931 1.364647e-02 0.0006050177 0.0209115105
## 5 0.008931075 0.002073455 2.293311e-02 0.0089905332 0.0244124229
## 6 0.022388206 0.031399622 1.618698e-02 0.0075348165 0.0212184000
## 7 0.001573788 0.002640540 1.532440e-02 0.0156102970 0.0005809751
## 8 0.016846899 0.002510452 3.856389e-03 0.0235834428 0.0010329779
## 9 0.048109619 0.022469258 9.744760e-03 0.0120697447 0.0079184629
## 10 0.002959034 0.023970624 7.268134e-03 0.0004427211 0.0068301255
## 11 0.012596177 0.017612235 7.266336e-03 0.0125342622 0.0030055899
## 12 0.017298115 0.006940586 5.902268e-05 0.0010439017 0.0109126564
## 13 0.013045967 0.004600435 3.082268e-02 0.0402722606 0.0183069807
## 14 0.003963723 0.012604293 2.323197e-02 0.0241148815 0.0164765555
## 15 0.009069789 0.005333568 6.691396e-03 0.0365560870 0.0115102064
## 16 0.003091205 0.034076638 1.911021e-02 0.0021212641 0.0375735497
## 17 0.038537829 0.017902383 4.379405e-03 0.0164805896 0.0152499965
## 18 0.011637985 0.001791635 9.742845e-03 0.0136477547 0.0032897977
## 19 0.013814476 0.008370882 2.063737e-03 0.0278264018 0.0039635750
## 20 0.001045478 0.046509906 1.559886e-03 0.0093156213 0.0086087748
## 21 0.007979803 0.015076671 2.844347e-02 0.0131204338 0.0029247239
## PC8.30 PC9.30 PC10.30 PC11.30 PC12.30
## 1 0.0058531308 0.013784837 0.0033630092 0.0148763008 0.013181806
## 2 0.0122898292 0.025212914 0.0113607637 0.0001411341 0.011995749
## 3 0.0121030646 0.013003430 0.0099895795 0.0350039915 0.016826299
## 4 0.0393046696 0.008235191 0.0295657210 0.0242623261 0.029330227
## 5 0.0067335669 0.001048565 0.0354939210 0.0342816576 0.024098872
## 6 0.0177969933 0.030278451 0.0153284004 0.0106677707 0.010888186
## 7 0.0495759211 0.009503601 0.0015536521 0.0405829182 0.007378154
## 8 0.0009109188 0.045414953 0.0028813655 0.0395301337 0.019583909
## 9 0.0089828445 0.009327772 0.0019688466 0.0324856926 0.001500996
## 10 0.0207581111 0.009224028 0.0224597790 0.0076984392 0.004691874
## 11 0.0019796475 0.011453917 0.0598322356 0.0115413494 0.036536788
## 12 0.0181621668 0.021004884 0.0132190247 0.0027637630 0.018258991
## 13 0.0123599959 0.025183963 0.0162809823 0.0088637080 0.024975287
## 14 0.0133393896 0.020629130 0.0133064824 0.0280992606 0.013508356
## 15 0.0160879548 0.031969633 0.0039291076 0.0041003550 0.002958882
## 16 0.0338118411 0.001075257 0.0021391054 0.0107924112 0.003374029
## 17 0.0294834356 0.010511664 0.0101118600 0.0151849878 0.004083316
## 18 0.0243186267 0.021943755 0.0132336368 0.0333162842 0.027240108
## 19 0.0100037670 0.010125142 0.0290958703 0.0117644984 0.017848456
## 20 0.0171062957 0.008709267 0.0001295534 0.0066786365 0.028828935
## 21 0.0232753503 0.004192322 0.0131786178 0.0151928942 0.032431938
## PC13.30 PC14.30 PC15.30 PC16.30 PC17.30
## 1 0.0017390673 3.268060e-03 0.0377580394 0.011238361 0.0103382843
## 2 0.0211476083 3.210653e-03 0.0351065308 0.046731327 0.0119738679
## 3 0.0110960670 1.699382e-04 0.0058982743 0.018227567 0.0090266772
## 4 0.0035438972 2.991531e-02 0.0206808745 0.016643685 0.0140970148
## 5 0.0317734411 8.276382e-03 0.0147341776 0.042387978 0.0099082432
## 6 0.0047609933 2.038593e-02 0.0102805241 0.007284086 0.0000681285
## 7 0.0044826857 1.144092e-02 0.0122508356 0.002374252 0.0060490029
## 8 0.0253531468 8.009822e-03 0.0134819521 0.005945587 0.0198765891
## 9 0.0005854564 3.172296e-03 0.0060985846 0.005252680 0.0257481358
## 10 0.0041233037 1.410260e-02 0.0100466174 0.020743826 0.0165994936
## 11 0.0295004717 1.754253e-02 0.0021303254 0.017804752 0.0077512223
## 12 0.0120707436 1.022977e-02 0.0073438464 0.033150723 0.0362778080
## 13 0.0073904401 6.721013e-03 0.0006386207 0.024005827 0.0078882177
## 14 0.0095990422 2.827734e-03 0.0241542699 0.003440244 0.0041580796
## 15 0.0018835188 3.465212e-02 0.0262572483 0.005438831 0.0350320756
## 16 0.0321135057 1.049482e-02 0.0192356906 0.024823046 0.0127277050
## 17 0.0175345238 8.110235e-05 0.0111792907 0.025003269 0.0157504987
## 18 0.0183521730 1.520881e-02 0.0158927740 0.018681853 0.0015579368
## 19 0.0281853960 6.807376e-03 0.0049308252 0.051505417 0.0124359168
## 20 0.0103141677 1.083284e-02 0.0152688829 0.012637434 0.0253689631
## 21 0.0292802971 1.919035e-03 0.0107043676 0.006045508 0.0360861494
## PC18.30 PC19.30 PC20.30 PC21.30 PC22.30
## 1 0.0120111436 0.008866299 0.016796180 0.0370311571 0.0250987048
## 2 0.0201153284 0.002505940 0.007557299 0.0333240794 0.0124656428
## 3 0.0149678383 0.012278341 0.021873948 0.0014018943 0.0086863685
## 4 0.0008651406 0.003568520 0.012691021 0.0029085738 0.0036096859
## 5 0.0104051803 0.008058136 0.008551660 0.0032436272 0.0199219101
## 6 0.0013513795 0.003124974 0.057706894 0.0045426515 0.0004601013
## 7 0.0101520869 0.022615270 0.016462858 0.0197272744 0.0167011457
## 8 0.0047318980 0.004573153 0.006173864 0.0056299816 0.0279877482
## 9 0.0107360358 0.029120880 0.006395776 0.0298789547 0.0125719028
## 10 0.0008684669 0.012028860 0.009796412 0.0137070601 0.0370342785
## 11 0.0128130960 0.026403612 0.037637801 0.0222197439 0.0286510754
## 12 0.0156848230 0.014728741 0.036556839 0.0342972096 0.0079446947
## 13 0.0093953359 0.029620606 0.022506086 0.0305448728 0.0142068481
## 14 0.0130532772 0.013975436 0.017997007 0.0094939382 0.0042878651
## 15 0.0410151501 0.001880376 0.019524309 0.0233258709 0.0249552189
## 16 0.0137633239 0.012915821 0.003471058 0.0077980011 0.0195599840
## 17 0.0078265585 0.027600464 0.025465545 0.0238319011 0.0115289516
## 18 0.0133839943 0.012185373 0.002579359 0.0008305934 0.0269720332
## 19 0.0223233990 0.009565153 0.023047859 0.0224158755 0.0265998613
## 20 0.0381389304 0.020365340 0.012719123 0.0089258554 0.0224100466
## 21 0.0194168319 0.039566429 0.034915387 0.0136972845 0.0012552236
## PC23.30 PC24.30 PC25.30 PC26.30 PC27.30
## 1 0.0090361245 0.0207327968 0.0081208613 0.0096967822 0.008100478
## 2 0.0188872029 0.0151327532 0.0009102206 0.0269961025 0.033258648
## 3 0.0061604518 0.0091902405 0.0132747965 0.0235061914 0.030570803
## 4 0.0331891998 0.0045110901 0.0005069328 0.0003158871 0.016106481
## 5 0.0063132496 0.0152701300 0.0034042358 0.0313247193 0.003351852
## 6 0.0107230761 0.0040069641 0.0076742108 0.0146240625 0.004040711
## 7 0.0097039926 0.0031659007 0.0281783295 0.0154548903 0.004233637
## 8 0.0083179536 0.0115328840 0.0056323336 0.0261333384 0.024874627
## 9 0.0163724528 0.0226486866 0.0065363706 0.0090582997 0.033969504
## 10 0.0332291872 0.0092151373 0.0293152820 0.0022055966 0.016776723
## 11 0.0060574464 0.0031096402 0.0141948225 0.0171842264 0.007296346
## 12 0.0056264142 0.0097381422 0.0145093442 0.0240809358 0.028588230
## 13 0.0062735829 0.0063630024 0.0106783307 0.0447906120 0.002534821
## 14 0.0186929163 0.0170201715 0.0246005033 0.0117664090 0.007402011
## 15 0.0157821830 0.0140918768 0.0083716108 0.0178076605 0.006331016
## 16 0.0364706437 0.0257586828 0.0184477356 0.0011233195 0.014363338
## 17 0.0006137766 0.0009855782 0.0530934386 0.0100751146 0.027294153
## 18 0.0159834312 0.0205031336 0.0015980783 0.0276564918 0.015701324
## 19 0.0022159831 0.0246291856 0.0395338986 0.0075454364 0.006170652
## 20 0.0220864526 0.0111435918 0.0170305855 0.0134412670 0.028583655
## 21 0.0014978695 0.0160532210 0.0173883937 0.0191363660 0.026784552
## PC28.30 PC29.30 PC30.30 PC31.30 PC32.30
## 1 0.0114107699 0.0061351084 0.002490327 0.05416184 0.0167544069
## 2 0.0133339625 0.0308188180 0.004482350 0.03765644 0.0214811413
## 3 0.0230332210 0.0311965366 0.015108464 0.03763674 0.0208240629
## 4 0.0310532446 0.0217171510 0.002443015 0.03744275 0.0005015064
## 5 0.0108956346 0.0104823904 0.042617037 0.03444711 0.0249055008
## 6 0.0113032062 0.0111171602 0.002702473 0.03178023 0.0183877764
## 7 0.0166195309 0.0044553004 0.001266608 0.03153457 0.0149182965
## 8 0.0065751489 0.0578909358 0.005577981 0.02961579 0.0002693448
## 9 0.0117121742 0.0232502842 0.010491023 0.02841682 0.0034747865
## 10 0.0037381892 0.0185988883 0.001219636 0.02798527 0.0420744340
## 11 0.0118451590 0.0093984659 0.009063479 0.02753755 0.0047151030
## 12 0.0017089844 0.0387143272 0.002522182 0.02740138 0.0120772967
## 13 0.0051737310 0.0222391104 0.015189626 0.02599752 0.0002837276
## 14 0.0202215632 0.0216256132 0.004257236 0.02472415 0.0107931755
## 15 0.0143919303 0.0080001191 0.021754064 0.02388276 0.0172114354
## 16 0.0068910628 0.0142890013 0.008523742 0.02083863 0.0157810997
## 17 0.0334229386 0.0053218395 0.019245694 0.02024180 0.0150279708
## 18 0.0147401607 0.0144482302 0.005287862 0.01901173 0.0196204973
## 19 0.0006502502 0.0079459212 0.004798055 0.01872158 0.0017220402
## 20 0.0224131810 0.0151838143 0.039467916 0.01853913 0.0267766508
## 21 0.0138769636 0.0004192801 0.018859996 0.01810285 0.0031879592
## PC33.30 PC34.30 PC35.30 PC36.30 PC37.30
## 1 0.0067040547 0.009948539 0.026016046 0.001913292 9.117208e-04
## 2 0.0179679657 0.008651043 0.014940891 0.025192807 4.994889e-03
## 3 0.0172165126 0.020880328 0.017956477 0.023148045 3.422518e-02
## 4 0.0002309027 0.003089519 0.037392264 0.015365824 1.088287e-03
## 5 0.0074911357 0.010801554 0.002504887 0.024866510 7.964189e-03
## 6 0.0226502384 0.003722931 0.009492371 0.015741824 2.336248e-02
## 7 0.0186299837 0.018632626 0.010350318 0.035065446 3.009637e-02
## 8 0.0026487843 0.013277942 0.022576989 0.011282868 1.471242e-04
## 9 0.0018882861 0.009935259 0.003505102 0.008819793 6.811063e-03
## 10 0.0028707683 0.010400379 0.013347305 0.017387287 1.571913e-03
## 11 0.0247158818 0.031140998 0.004184547 0.015669664 3.276208e-02
## 12 0.0361447601 0.012751183 0.032732045 0.025934581 3.147825e-05
## 13 0.0198939309 0.026455511 0.032195026 0.006607765 5.811690e-04
## 14 0.0221986133 0.046359549 0.019166348 0.004387870 7.129389e-03
## 15 0.0035637641 0.011769123 0.008310335 0.020877587 2.643552e-02
## 16 0.0139882628 0.001661142 0.008963521 0.006330325 1.468110e-02
## 17 0.0112140731 0.002708258 0.023695345 0.013194995 1.271049e-02
## 18 0.0170805627 0.025863755 0.014100095 0.014276722 7.266692e-03
## 19 0.0168366794 0.013186901 0.014779099 0.028092848 5.949953e-03
## 20 0.0002151087 0.036228003 0.007856700 0.012160347 7.200006e-03
## 21 0.0134600899 0.023201341 0.020187266 0.010501673 3.822905e-03
## PC38.30 PC39.30 PC40.30 PC41.30 PC42.30
## 1 0.018358323 0.001120532 1.763951e-02 0.0054284761 0.012456939
## 2 0.009268270 0.007957447 1.432417e-02 0.0149658718 0.004976429
## 3 0.001936499 0.022539187 1.376366e-02 0.0182344464 0.023948767
## 4 0.002571623 0.001742490 8.616916e-04 0.0254261950 0.017040978
## 5 0.015840697 0.005401391 4.782018e-02 0.0287977031 0.026355901
## 6 0.011820366 0.002381957 4.168525e-03 0.0206391967 0.017085649
## 7 0.019489996 0.007544927 7.898263e-05 0.0086082102 0.004897263
## 8 0.005862358 0.017465713 2.279764e-02 0.0293710617 0.008076627
## 9 0.024973398 0.011010357 7.382782e-03 0.0075963831 0.015944160
## 10 0.014884835 0.028210641 2.548831e-02 0.0080595398 0.020363311
## 11 0.025308741 0.010331172 2.441338e-02 0.0109804913 0.006851093
## 12 0.007395560 0.001538547 2.423194e-02 0.0003123014 0.004648366
## 13 0.002713510 0.023762725 6.807845e-03 0.0296482438 0.010033015
## 14 0.007958182 0.002601923 1.744477e-03 0.0076518257 0.030307288
## 15 0.042190943 0.026940850 3.354874e-02 0.0146904620 0.005602204
## 16 0.020140639 0.010759599 1.674395e-02 0.0219321683 0.009234948
## 17 0.025403862 0.027610956 1.491221e-02 0.0065517306 0.028016522
## 18 0.014308223 0.003088293 5.811366e-04 0.0147261633 0.004452173
## 19 0.010549189 0.021240260 3.696235e-02 0.0023134427 0.012704853
## 20 0.005457971 0.015104432 1.828316e-03 0.0108041484 0.001024008
## 21 0.006886882 0.013980789 3.124790e-02 0.0192450057 0.006949625
## PC43.30 PC44.30 PC45.30 PC46.30 PC47.30
## 1 0.001661266 0.018544698 1.035752e-02 3.246706e-02 3.999521e-03
## 2 0.002635585 0.010084244 1.846531e-03 2.202662e-02 1.947440e-03
## 3 0.008844516 0.017324525 4.533967e-03 7.415926e-03 4.281852e-03
## 4 0.014841274 0.010131441 8.893756e-03 2.071444e-02 5.529082e-03
## 5 0.005219606 0.010129031 2.706038e-02 2.323178e-02 2.092366e-02
## 6 0.021299853 0.008455949 2.935988e-02 4.285109e-03 2.350665e-02
## 7 0.031992737 0.000470291 1.648921e-02 1.123353e-02 1.565943e-02
## 8 0.008436541 0.001395055 1.118995e-03 7.033337e-05 5.450552e-03
## 9 0.017425841 0.008043164 6.187667e-03 2.345018e-02 2.483400e-02
## 10 0.006375211 0.001201524 1.221618e-02 1.522957e-02 4.067766e-03
## 11 0.007730266 0.016679772 2.597762e-02 1.445441e-02 2.437607e-02
## 12 0.013441862 0.012341661 3.542201e-02 2.421951e-03 3.000743e-05
## 13 0.015526534 0.011940985 6.457963e-03 1.728592e-02 1.347241e-02
## 14 0.025638410 0.006215405 8.202022e-03 2.074739e-02 1.122818e-03
## 15 0.013212907 0.017285563 1.397104e-02 2.314413e-02 1.577526e-02
## 16 0.016538650 0.020942748 2.880465e-02 2.497439e-02 9.558361e-03
## 17 0.009297284 0.023504665 2.013796e-02 2.228623e-02 8.961923e-03
## 18 0.022892589 0.026131958 2.314971e-02 2.135217e-02 4.494576e-04
## 19 0.029189045 0.017318498 1.161915e-06 2.188336e-02 8.104742e-03
## 20 0.009068592 0.012222824 1.821667e-02 2.611395e-02 1.058723e-02
## 21 0.037512499 0.005468838 2.573854e-03 4.765132e-03 4.688775e-04
## PC48.30 PC49.30 PC50.30 PC51.30 PC52.30
## 1 0.006027365 0.001924934 0.0188253504 0.0081814114 0.013774740
## 2 0.011003969 0.004115277 0.0008671222 0.0095065472 0.001165739
## 3 0.019116447 0.005849950 0.0165306837 0.0379471377 0.008881274
## 4 0.032380201 0.016529460 0.0277537598 0.0032255325 0.009809450
## 5 0.016321533 0.011960728 0.0203909090 0.0003602512 0.007965090
## 6 0.022509523 0.016686431 0.0247123911 0.0174451145 0.037332067
## 7 0.007727190 0.017799228 0.0147265770 0.0080287803 0.020504678
## 8 0.022700862 0.006134355 0.0248583148 0.0174147560 0.003283311
## 9 0.012341676 0.018043596 0.0173358303 0.0118349531 0.015759341
## 10 0.021415245 0.008644322 0.0009013305 0.0213108368 0.026298120
## 11 0.010841817 0.013645142 0.0003401361 0.0028951549 0.006215324
## 12 0.005979111 0.003630809 0.0407831659 0.0153592575 0.019407217
## 13 0.017259537 0.001264596 0.0223537131 0.0074320911 0.015030708
## 14 0.003687112 0.001709257 0.0062403701 0.0290759161 0.002930999
## 15 0.002516294 0.001772171 0.0005050121 0.0023876970 0.000584539
## 16 0.025537155 0.018831624 0.0230699522 0.0163549630 0.003342822
## 17 0.010819072 0.023067268 0.0025410549 0.0068262164 0.027658524
## 18 0.012716111 0.019931017 0.0288598698 0.0117085853 0.023421432
## 19 0.008913114 0.010557901 0.0055357245 0.0199213591 0.009049887
## 20 0.005668942 0.044523392 0.0329795439 0.0059094333 0.011698836
## 21 0.006352392 0.005535342 0.0028123314 0.0091977040 0.032923408
## PC53.30 PC54.30 PC55.30 PC56.30 PC57.30
## 1 0.0245576490 0.0017917463 0.021067524 0.0049683435 0.0001933771
## 2 0.0210651750 0.0232125969 0.026002088 0.0256390383 0.0159043148
## 3 0.0035079314 0.0166824679 0.010452593 0.0340629232 0.0041799317
## 4 0.0069686322 0.0010971014 0.017056167 0.0204379417 0.0222050920
## 5 0.0003402151 0.0076261223 0.008966829 0.0140110813 0.0027969516
## 6 0.0019002684 0.0261463582 0.009724632 0.0421240490 0.0005518043
## 7 0.0091205337 0.0252850929 0.021448616 0.0049754763 0.0176453904
## 8 0.0161508867 0.0250851364 0.004433964 0.0187162825 0.0087558228
## 9 0.0212736010 0.0232615693 0.020646382 0.0001945403 0.0299042747
## 10 0.0350156343 0.0164705989 0.023857017 0.0080749649 0.0183184898
## 11 0.0089149065 0.0007387733 0.019262863 0.0002334902 0.0077719619
## 12 0.0042436624 0.0044914288 0.004524758 0.0026896841 0.0193643083
## 13 0.0073035634 0.0042939071 0.034632705 0.0038938297 0.0060888693
## 14 0.0379608313 0.0320571934 0.002701520 0.0086863854 0.0256685339
## 15 0.0294181547 0.0102268671 0.011775958 0.0337877077 0.0002138958
## 16 0.0049581117 0.0329088967 0.012745760 0.0212585522 0.0048808402
## 17 0.0026353835 0.0026470887 0.016857077 0.0009952676 0.0028220103
## 18 0.0215750735 0.0161880548 0.008527378 0.0168627412 0.0152541505
## 19 0.0120932326 0.0117237385 0.001936032 0.0031441580 0.0104315489
## 20 0.0014647653 0.0149514301 0.026834064 0.0015088859 0.0277757771
## 21 0.0116590708 0.0232261491 0.025933102 0.0181915709 0.0199952455
## PC58.30 PC59.30 PC60.30 PC61.30 PC62.30
## 1 0.004691355 0.0446585875 0.015132981 0.0113489320 1.915041e-04
## 2 0.009523160 0.0232531093 0.015746772 0.0087711047 2.148573e-02
## 3 0.032203560 0.0114455837 0.017631436 0.0009550841 3.938723e-03
## 4 0.005756821 0.0173497481 0.014641543 0.0303494108 2.165496e-04
## 5 0.011794705 0.0035312382 0.005418273 0.0018429547 1.288904e-02
## 6 0.004332400 0.0184290887 0.033227982 0.0135424983 1.501487e-02
## 7 0.012741040 0.0018245179 0.012420504 0.0189889279 2.009889e-02
## 8 0.016306645 0.0161335561 0.041175341 0.0001218313 1.265646e-02
## 9 0.013143108 0.0414309789 0.027264944 0.0233876152 1.506825e-02
## 10 0.011671602 0.0049112652 0.013655856 0.0288153660 3.732392e-02
## 11 0.012031820 0.0370319347 0.015413022 0.0152383027 1.776785e-02
## 12 0.001409918 0.0022746844 0.034429501 0.0105699581 9.894929e-03
## 13 0.033012759 0.0146032574 0.003578772 0.0378627010 5.669022e-04
## 14 0.012812667 0.0114304209 0.020121570 0.0158693475 2.235705e-02
## 15 0.005560050 0.0180751076 0.008215513 0.0211962649 6.059957e-06
## 16 0.032028368 0.0203038577 0.010942833 0.0084561941 1.092215e-02
## 17 0.005512894 0.0008688294 0.022336711 0.0011799586 6.944575e-03
## 18 0.014326253 0.0212396008 0.025083607 0.0276943342 3.650433e-02
## 19 0.005360668 0.0107233646 0.011286181 0.0059417241 2.343193e-02
## 20 0.007870364 0.0014461747 0.020770283 0.0230941586 6.165117e-03
## 21 0.009148898 0.0108802410 0.025814888 0.0165878861 2.958614e-02
## PC63.30 PC64.30 PC65.30 PC66.30 PC67.30
## 1 0.0319775393 0.001671779 0.021461798 0.002179003 0.0221184391
## 2 0.0173342774 0.008163954 0.007822644 0.033123151 0.0122924125
## 3 0.0009389781 0.002068094 0.026523212 0.032522131 0.0089167304
## 4 0.0019205516 0.035741256 0.002299145 0.000491490 0.0381285435
## 5 0.0257574396 0.016528538 0.008305204 0.013816156 0.0034042207
## 6 0.0268405480 0.007271674 0.008621503 0.001465802 0.0007717288
## 7 0.0198613772 0.007043577 0.028285048 0.041175149 0.0113106749
## 8 0.0188375284 0.025882548 0.006652772 0.006601839 0.0136076170
## 9 0.0073209843 0.011231505 0.020280848 0.023902768 0.0207054618
## 10 0.0041764768 0.007986529 0.012964563 0.023997626 0.0043667694
## 11 0.0175807696 0.007288366 0.010291958 0.008172666 0.0066902351
## 12 0.0117220517 0.011285661 0.004912056 0.010866110 0.0165527078
## 13 0.0102937100 0.025733704 0.008161305 0.009185125 0.0072343224
## 14 0.0121435390 0.041621206 0.023021525 0.015915069 0.0027208380
## 15 0.0055376059 0.019795312 0.015575552 0.012839794 0.0217421688
## 16 0.0236205478 0.037046776 0.003178783 0.009898796 0.0194024863
## 17 0.0251707820 0.023709968 0.032287596 0.004156180 0.0235351123
## 18 0.0112626275 0.010681433 0.015222391 0.005009302 0.0384021278
## 19 0.0451075179 0.006015722 0.028748273 0.013447794 0.0278172511
## 20 0.0164314454 0.001978449 0.007478598 0.013902288 0.0025452102
## 21 0.0189217779 0.008656275 0.011889431 0.013859452 0.0269761205
## PC68.30 programN.31 PC1.31
## 1 0.0416938066 Politics 0.031089218
## 2 0.0122383227 Motor.Learning.and.Control 0.010361015
## 3 0.0119576270 Economics.and.Education 0.033591829
## 4 0.0013843133 Change.Leadership 0.039864893
## 5 0.0023676781 Teaching.English 0.014482695
## 6 0.0055024242 Kinesiology 0.009196925
## 7 0.0273981855 Art.Education 0.015556498
## 8 0.0115046748 Education.Policy 0.032326716
## 9 0.0299029717 Private.School.Leadership 0.029591067
## 10 0.0302318253 College.Advising 0.020348543
## 11 0.0290887373 Spirituality.Mind.Body 0.018962849
## 12 0.0102158371 Urban.Education 0.028155643
## 13 0.0099774894 School.Principals 0.031921365
## 14 0.0199583902 Philosophy 0.007190035
## 15 0.0007237298 Anthropology 0.007248618
## 16 0.0093175439 Leadership 0.029067563
## 17 0.0017110830 Physiology 0.014574071
## 18 0.0192793011 Learning.Analytics 0.005645955
## 19 0.0109481637 English.Education 0.009278718
## 20 0.0168560548 Neuroscience 0.008281349
## 21 0.0012410059 Cooperation.and.Conflict.Resolution 0.030509542
## PC2.31 PC3.31 PC4.31 PC5.31 PC6.31
## 1 0.016924948 0.002959034 0.023970624 0.007268134 0.0004427211
## 2 0.007760468 0.027788718 0.012990798 0.017326761 0.0177154862
## 3 0.008906657 0.002856671 0.019199586 0.018205005 0.0019850768
## 4 0.001507808 0.013165099 0.021208835 0.009947538 0.0187839045
## 5 0.010533581 0.001045478 0.046509906 0.001559886 0.0093156213
## 6 0.037890503 0.009802573 0.002234410 0.006726859 0.0100511161
## 7 0.002048307 0.008931075 0.002073455 0.022933112 0.0089905332
## 8 0.008793870 0.008099375 0.011461032 0.001533022 0.0012701672
## 9 0.009104437 0.004187701 0.003549790 0.030995370 0.0267911433
## 10 0.009774807 0.016338615 0.008664203 0.024373204 0.0146771685
## 11 0.025446601 0.004763696 0.001337290 0.027049326 0.0153863042
## 12 0.004910671 0.007660033 0.011970240 0.029310308 0.0076374091
## 13 0.005382745 0.005956960 0.001471718 0.007939695 0.0095744632
## 14 0.005726372 0.001560184 0.009214838 0.021638555 0.0219661202
## 15 0.011392533 0.005047288 0.024933330 0.014114775 0.0207416050
## 16 0.008565375 0.008636481 0.030922191 0.003686220 0.0018731048
## 17 0.036751371 0.003796706 0.019235619 0.005857138 0.0047655130
## 18 0.002782266 0.048876967 0.006597359 0.001854961 0.0256304790
## 19 0.003928365 0.005488123 0.053140566 0.009994085 0.0057419804
## 20 0.034657422 0.027410759 0.004652216 0.006940352 0.0170801532
## 21 0.008861744 0.005560395 0.005966753 0.003008791 0.0044337281
## PC7.31 PC8.31 PC9.31 PC10.31 PC11.31
## 1 0.0068301255 2.075811e-02 0.009224028 0.0224597790 0.0076984392
## 2 0.0009343611 2.879830e-02 0.003362259 0.0048056787 0.0254000367
## 3 0.0078716548 9.713329e-03 0.017746346 0.0159588397 0.0104475007
## 4 0.0044568386 4.742287e-05 0.003735709 0.0179235215 0.0139374341
## 5 0.0086087748 1.710630e-02 0.008709267 0.0001295534 0.0066786365
## 6 0.0055717449 1.151912e-02 0.003794105 0.0146540900 0.0109812550
## 7 0.0244124229 6.733567e-03 0.001048565 0.0354939210 0.0342816576
## 8 0.0369923208 9.551069e-04 0.024343303 0.0132230845 0.0040301126
## 9 0.0103694505 8.365476e-03 0.004407586 0.0018129601 0.0009176543
## 10 0.0109723742 1.503521e-02 0.001865618 0.0199292707 0.0243791447
## 11 0.0198756430 1.885410e-03 0.031791399 0.0086626499 0.0006241734
## 12 0.0094355140 3.688820e-02 0.020057965 0.0068444197 0.0180700950
## 13 0.0231181239 5.921207e-03 0.037217360 0.0069371263 0.0034252138
## 14 0.0014961654 7.367468e-03 0.001982901 0.0622735221 0.0023984376
## 15 0.0259544172 1.228983e-02 0.025212914 0.0113607637 0.0001411341
## 16 0.0036920279 1.359430e-02 0.014778634 0.0115999829 0.0163225177
## 17 0.0085070441 1.210306e-02 0.013003430 0.0099895795 0.0350039915
## 18 0.0233082384 2.350582e-02 0.009432336 0.0153262453 0.0198626538
## 19 0.0085288709 7.304312e-03 0.005619475 0.0274263942 0.0056159168
## 20 0.0031980504 6.005044e-03 0.024451768 0.0084495571 0.0012817421
## 21 0.0145779120 8.662859e-03 0.029455859 0.0198420109 0.0102516983
## PC12.31 PC13.31 PC14.31 PC15.31 PC16.31
## 1 0.004691874 0.0041233037 0.0141025964 0.0100466174 0.020743826
## 2 0.048894719 0.0019432972 0.0079584375 0.0164694612 0.003954822
## 3 0.009214677 0.0059522552 0.0316639596 0.0001306213 0.004179001
## 4 0.002607609 0.0073583512 0.0146256496 0.0120026413 0.011577729
## 5 0.028828935 0.0103141677 0.0108328388 0.0152688829 0.012637434
## 6 0.023919379 0.0134701839 0.0343205910 0.0247863002 0.028416728
## 7 0.024098872 0.0317734411 0.0082763818 0.0147341776 0.042387978
## 8 0.002593966 0.0087899478 0.0008786270 0.0225678144 0.012958470
## 9 0.009298711 0.0067930806 0.0341636252 0.0095813212 0.005696281
## 10 0.001667794 0.0382673370 0.0058974183 0.0192748262 0.012794286
## 11 0.003869211 0.0037619987 0.0334570432 0.0048381914 0.010811923
## 12 0.005481427 0.0010188237 0.0224124471 0.0050227151 0.005434683
## 13 0.011983355 0.0005246415 0.0084102952 0.0228167640 0.007366102
## 14 0.027856695 0.0270965984 0.0478350443 0.0050924287 0.001859075
## 15 0.011995749 0.0211476083 0.0032106535 0.0351065308 0.046731327
## 16 0.056382300 0.0143564240 0.0208077493 0.0043913482 0.016402759
## 17 0.016826299 0.0110960670 0.0001699382 0.0058982743 0.018227567
## 18 0.011695803 0.0341390013 0.0005865174 0.0127348428 0.009187963
## 19 0.007881216 0.0034628875 0.0007916287 0.0242523151 0.024049301
## 20 0.009221666 0.0026982800 0.0009149750 0.0385331983 0.030638579
## 21 0.024695811 0.0181019454 0.0094167531 0.0171002435 0.002798045
## PC17.31 PC18.31 PC19.31 PC20.31 PC21.31
## 1 0.0165994936 0.0008684669 0.0120288599 0.009796412 0.0137070601
## 2 0.0086730310 0.0014022432 0.0161430408 0.004918364 0.0135797185
## 3 0.0278652033 0.0133150303 0.0051624629 0.013509464 0.0142961062
## 4 0.0106277830 0.0074264591 0.0084128302 0.005304519 0.0086090480
## 5 0.0253689631 0.0381389304 0.0203653401 0.012719123 0.0089258554
## 6 0.0062068874 0.0040876066 0.0139315273 0.002792422 0.0238347136
## 7 0.0099082432 0.0104051803 0.0080581355 0.008551660 0.0032436272
## 8 0.0102873586 0.0140662409 0.0308284293 0.031274059 0.0052381018
## 9 0.0052771841 0.0307545765 0.0057559688 0.013616821 0.0024203886
## 10 0.0355156853 0.0147640123 0.0142350935 0.033777986 0.0041214729
## 11 0.0056265415 0.0253745261 0.0283564592 0.001906876 0.0137954478
## 12 0.0191702590 0.0109936899 0.0172040045 0.006300514 0.0101020121
## 13 0.0011797135 0.0266198522 0.0079342186 0.012425224 0.0270974530
## 14 0.0103639658 0.0248252745 0.0126087472 0.010017276 0.0001345493
## 15 0.0119738679 0.0201153284 0.0025059395 0.007557299 0.0333240794
## 16 0.0003313023 0.0124282979 0.0162487585 0.004222065 0.0034202436
## 17 0.0090266772 0.0149678383 0.0122783413 0.021873948 0.0014018943
## 18 0.0061049139 0.0107903838 0.0004799608 0.019093037 0.0042711709
## 19 0.0088987259 0.0373760421 0.0296107076 0.022473493 0.0119503698
## 20 0.0046173443 0.0222377474 0.0113927692 0.001406500 0.0200360698
## 21 0.0004136718 0.0032913441 0.0360811867 0.022488120 0.0189197227
## PC22.31 PC23.31 PC24.31 PC25.31 PC26.31
## 1 0.0370342785 0.0332291872 0.0092151373 0.0293152820 0.002205597
## 2 0.0380763440 0.0226396714 0.0076574352 0.0406986876 0.012431671
## 3 0.0406304943 0.0070842949 0.0185943544 0.0108446146 0.005448896
## 4 0.0017019265 0.0054424395 0.0288479627 0.0166479520 0.004553920
## 5 0.0224100466 0.0220864526 0.0111435918 0.0170305855 0.013441267
## 6 0.0006358971 0.0008849579 0.0051847978 0.0039431454 0.053921207
## 7 0.0199219101 0.0063132496 0.0152701300 0.0034042358 0.031324719
## 8 0.0173406772 0.0098869562 0.0082556316 0.0089415613 0.002081881
## 9 0.0336023085 0.0013435304 0.0375909646 0.0009519840 0.017374584
## 10 0.0062544847 0.0258136432 0.0350245697 0.0188720143 0.021295014
## 11 0.0020790636 0.0175142368 0.0142397749 0.0143823355 0.016157291
## 12 0.0014797827 0.0219094957 0.0221844936 0.0126750065 0.016163908
## 13 0.0156037082 0.0046287358 0.0008539759 0.0121269114 0.003731927
## 14 0.0081868980 0.0252781095 0.0248918791 0.0142626029 0.003045321
## 15 0.0124656428 0.0188872029 0.0151327532 0.0009102206 0.026996103
## 16 0.0006403948 0.0259457104 0.0174972465 0.0102407774 0.006225971
## 17 0.0086863685 0.0061604518 0.0091902405 0.0132747965 0.023506191
## 18 0.0018587447 0.0279080183 0.0142569460 0.0141646230 0.011905362
## 19 0.0140340932 0.0073401987 0.0269439299 0.0029602518 0.017200132
## 20 0.0169055111 0.0171558732 0.0189879783 0.0364937550 0.007240608
## 21 0.0118203821 0.0049096222 0.0191033895 0.0214518746 0.014102336
## PC27.31 PC28.31 PC29.31 PC30.31 PC31.31
## 1 0.016776723 0.0037381892 0.018598888 0.001219636 0.0279852696
## 2 0.011483059 0.0364823634 0.010744052 0.005963509 0.0026539200
## 3 0.018845067 0.0076901521 0.014301659 0.005576674 0.0089022804
## 4 0.002824760 0.0023690702 0.015393098 0.031319314 0.0080647349
## 5 0.028583655 0.0224131810 0.015183814 0.039467916 0.0185391283
## 6 0.029626664 0.0110468411 0.006890412 0.006011165 0.0107369635
## 7 0.003351852 0.0108956346 0.010482390 0.042617037 0.0344471057
## 8 0.012823729 0.0043735977 0.002958133 0.018099459 0.0145393846
## 9 0.022091746 0.0009106448 0.006329049 0.026291000 0.0031326326
## 10 0.012517448 0.0106559708 0.013515841 0.005792605 0.0006276715
## 11 0.045126385 0.0047443445 0.013136573 0.008298456 0.0126422669
## 12 0.013996912 0.0436808791 0.023252297 0.019666219 0.0101542360
## 13 0.034263125 0.0073784583 0.011564138 0.016306145 0.0041917671
## 14 0.002932434 0.0180404239 0.003481406 0.007295083 0.0012022091
## 15 0.033258648 0.0133339625 0.030818818 0.004482350 0.0376564448
## 16 0.023757233 0.0112149713 0.014871025 0.001774396 0.0014849045
## 17 0.030570803 0.0230332210 0.031196537 0.015108464 0.0376367447
## 18 0.000689891 0.0012725009 0.002602080 0.005136345 0.0167452551
## 19 0.027199242 0.0127030288 0.016462168 0.029320502 0.0106515821
## 20 0.011685925 0.0015291338 0.018357997 0.022055438 0.0104304188
## 21 0.042569943 0.0387244870 0.019867295 0.025893148 0.0166022219
## PC32.31 PC33.31 PC34.31 PC35.31 PC36.31
## 1 0.04207443 0.0028707683 0.0104003786 0.013347305 0.0173872873
## 2 0.04161271 0.0155586613 0.0038387414 0.013510519 0.0071777203
## 3 0.03848690 0.0295180523 0.0115448747 0.008139444 0.0087707946
## 4 0.02740239 0.0063193302 0.0450600447 0.012806501 0.0136857294
## 5 0.02677665 0.0002151087 0.0362280029 0.007856700 0.0121603470
## 6 0.02504316 0.0318090459 0.0024198002 0.012114321 0.0142102401
## 7 0.02490550 0.0074911357 0.0108015540 0.002504887 0.0248665099
## 8 0.02489975 0.0091030532 0.0030270978 0.014922312 0.0234782867
## 9 0.02476186 0.0039000671 0.0270412766 0.012369938 0.0165961763
## 10 0.02373170 0.0118552631 0.0062683245 0.017920449 0.0147256999
## 11 0.02368059 0.0518837932 0.0002319862 0.029942506 0.0122148906
## 12 0.02228020 0.0022393692 0.0123471766 0.006373069 0.0109471119
## 13 0.02227029 0.0105086022 0.0443420097 0.004610165 0.0339489855
## 14 0.02181816 0.0087272487 0.0107511727 0.021484687 0.0329686349
## 15 0.02148114 0.0179679657 0.0086510429 0.014940891 0.0251928075
## 16 0.02105866 0.0038936575 0.0129199735 0.008607848 0.0118435196
## 17 0.02082406 0.0172165126 0.0208803279 0.017956477 0.0231480447
## 18 0.02033025 0.0157160560 0.0116936591 0.044861974 0.0009660533
## 19 0.02007567 0.0031951368 0.0270470011 0.007447188 0.0006196092
## 20 0.01981033 0.0239844111 0.0014951231 0.006022188 0.0215628649
## 21 0.01972115 0.0102347161 0.0255129422 0.015698911 0.0060653835
## PC37.31 PC38.31 PC39.31 PC40.31 PC41.31
## 1 0.001571913 0.014884835 0.0282106408 0.025488310 0.0080595398
## 2 0.007956551 0.006085835 0.0151419351 0.024424428 0.0188429247
## 3 0.036231280 0.007465190 0.0023487291 0.010886158 0.0140795410
## 4 0.026586491 0.017914765 0.0233524092 0.010259923 0.0097124481
## 5 0.007200006 0.005457971 0.0151044320 0.001828316 0.0108041484
## 6 0.004344355 0.019864362 0.0166791630 0.017341752 0.0294630842
## 7 0.007964189 0.015840697 0.0054013909 0.047820182 0.0287977031
## 8 0.007409106 0.011824113 0.0571833824 0.009860125 0.0141988111
## 9 0.009117328 0.007285253 0.0103233842 0.021305634 0.0017238288
## 10 0.019021704 0.044370356 0.0013225617 0.018769045 0.0097510896
## 11 0.001417303 0.017385192 0.0113039982 0.011641102 0.0060576186
## 12 0.037017550 0.030976287 0.0057903217 0.008036488 0.0249514920
## 13 0.007963357 0.061328798 0.0192273687 0.001045735 0.0374974021
## 14 0.010066207 0.010748328 0.0483936505 0.007555933 0.0096766400
## 15 0.004994889 0.009268270 0.0079574468 0.014324172 0.0149658718
## 16 0.012568097 0.011674683 0.0000855609 0.008563728 0.0101475497
## 17 0.034225183 0.001936499 0.0225391866 0.013763661 0.0182344464
## 18 0.002204138 0.010954433 0.0048911315 0.034382796 0.0154280191
## 19 0.014537090 0.007350681 0.0399378925 0.001928240 0.0049183389
## 20 0.014256674 0.006427212 0.0174540399 0.021074049 0.0067197490
## 21 0.015816652 0.009181122 0.0095197219 0.005606699 0.0002322842
## PC42.31 PC43.31 PC44.31 PC45.31 PC46.31
## 1 2.036331e-02 0.006375211 0.001201524 0.012216181 0.015229575
## 2 1.510858e-02 0.018589551 0.027178517 0.004424083 0.021497245
## 3 2.479572e-02 0.012356058 0.032776840 0.009293799 0.020395223
## 4 2.871039e-02 0.006222037 0.006297690 0.001009946 0.001334873
## 5 1.024008e-03 0.009068592 0.012222824 0.018216667 0.026113945
## 6 1.970770e-02 0.005760452 0.035309066 0.012366391 0.005400196
## 7 2.635590e-02 0.005219606 0.010129031 0.027060375 0.023231779
## 8 1.112936e-02 0.020189483 0.005031187 0.029831665 0.016048174
## 9 4.030641e-02 0.036568891 0.009825516 0.005306105 0.019153358
## 10 5.085027e-03 0.028797715 0.001913999 0.018245926 0.006393659
## 11 1.306039e-02 0.012726169 0.001331992 0.018793499 0.006022074
## 12 1.268758e-02 0.012327293 0.015332884 0.003084319 0.003872223
## 13 1.032531e-02 0.001054353 0.012724114 0.010492302 0.023839808
## 14 1.532486e-02 0.017100043 0.014244785 0.007544264 0.006735028
## 15 4.976429e-03 0.002635585 0.010084244 0.001846531 0.022026616
## 16 3.522605e-03 0.003463866 0.005679830 0.022351550 0.035341457
## 17 2.394877e-02 0.008844516 0.017324525 0.004533967 0.007415926
## 18 7.578696e-04 0.031790385 0.012790029 0.018912153 0.024326783
## 19 1.712606e-03 0.002421392 0.028166659 0.010476676 0.015160754
## 20 9.407813e-05 0.025441821 0.003448952 0.002373057 0.001165617
## 21 4.477409e-03 0.025925866 0.010752378 0.004458127 0.030363916
## PC47.31 PC48.31 PC49.31 PC50.31 PC51.31
## 1 0.004067766 0.021415245 0.008644322 0.0009013305 0.0213108368
## 2 0.021049340 0.039056331 0.007531165 0.0236754328 0.0154326407
## 3 0.030644414 0.006567045 0.012669433 0.0067770310 0.0189293903
## 4 0.017586159 0.017434662 0.037671790 0.0145545413 0.0127903893
## 5 0.010587230 0.005668942 0.044523392 0.0329795439 0.0059094333
## 6 0.012813058 0.004135378 0.025434165 0.0019009680 0.0062218989
## 7 0.020923656 0.016321533 0.011960728 0.0203909090 0.0003602512
## 8 0.063725161 0.001774937 0.034874201 0.0254895324 0.0080101241
## 9 0.014436869 0.022756666 0.015081237 0.0012942469 0.0143063583
## 10 0.002017083 0.013948120 0.000675580 0.0184273011 0.0134668851
## 11 0.008953379 0.007408922 0.010716036 0.0064697928 0.0045931275
## 12 0.008837437 0.044130689 0.015009847 0.0014120372 0.0227222457
## 13 0.009653701 0.015791203 0.035916739 0.0198680931 0.0010542637
## 14 0.040879558 0.012227268 0.008975692 0.0013177707 0.0323087321
## 15 0.001947440 0.011003969 0.004115277 0.0008671222 0.0095065472
## 16 0.016025201 0.029490397 0.026998154 0.0077464977 0.0172849563
## 17 0.004281852 0.019116447 0.005849950 0.0165306837 0.0379471377
## 18 0.005700495 0.002119443 0.007807132 0.0257200185 0.0118096775
## 19 0.002406753 0.047691461 0.014883303 0.0080353999 0.0006677501
## 20 0.023025591 0.010829788 0.002611124 0.0102166669 0.0313499301
## 21 0.013585938 0.019623754 0.009611119 0.0163555965 0.0039280288
## PC52.31 PC53.31 PC54.31 PC55.31 PC56.31
## 1 0.026298120 0.0350156343 0.0164705989 0.0238570168 0.0080749649
## 2 0.024887811 0.0073984141 0.0111963175 0.0067305232 0.0091918884
## 3 0.012817131 0.0112425240 0.0129525274 0.0087715572 0.0009341546
## 4 0.006595781 0.0036184290 0.0276847937 0.0073353538 0.0172721071
## 5 0.011698836 0.0014647653 0.0149514301 0.0268340642 0.0015088859
## 6 0.017400543 0.0003121021 0.0008153605 0.0002492435 0.0013329334
## 7 0.007965090 0.0003402151 0.0076261223 0.0089668291 0.0140110813
## 8 0.004199199 0.0078010804 0.0011994526 0.0037855934 0.0007189096
## 9 0.004316882 0.0178186376 0.0018797221 0.0209410722 0.0125424399
## 10 0.027534465 0.0079700799 0.0027662226 0.0045494981 0.0181389022
## 11 0.009343880 0.0353907726 0.0212149380 0.0204762500 0.0097613192
## 12 0.005435733 0.0003310062 0.0319835895 0.0276264632 0.0173797478
## 13 0.003602526 0.0067532476 0.0206846249 0.0229972681 0.0081600580
## 14 0.005803143 0.0414613455 0.0118362828 0.0077361124 0.0116623813
## 15 0.001165739 0.0210651750 0.0232125969 0.0260020882 0.0256390383
## 16 0.038932383 0.0075705749 0.0153388685 0.0294006112 0.0343730458
## 17 0.008881274 0.0035079314 0.0166824679 0.0104525930 0.0340629232
## 18 0.048425270 0.0347323205 0.0147438510 0.0001741339 0.0074701610
## 19 0.022416943 0.0046828594 0.0098045072 0.0003477724 0.0338410841
## 20 0.026137646 0.0326605694 0.0143283040 0.0017381732 0.0148300282
## 21 0.005412476 0.0121770192 0.0186518929 0.0167067128 0.0302823006
## PC57.31 PC58.31 PC59.31 PC60.31 PC61.31
## 1 1.831849e-02 0.011671602 0.004911265 0.0136558565 0.0288153660
## 2 1.357791e-02 0.015248617 0.003651091 0.0218361221 0.0117795543
## 3 1.109413e-02 0.041044115 0.022543249 0.0174576818 0.0333399449
## 4 1.147110e-02 0.033339806 0.020692130 0.0047223287 0.0336465824
## 5 2.777578e-02 0.007870364 0.001446175 0.0207702826 0.0230941586
## 6 2.405965e-03 0.020531062 0.012657808 0.0304951417 0.0104460853
## 7 2.796952e-03 0.011794705 0.003531238 0.0054182727 0.0018429547
## 8 3.520091e-03 0.017847504 0.005890762 0.0146342808 0.0154819272
## 9 9.711272e-03 0.016719906 0.009112724 0.0060728563 0.0128142476
## 10 5.190003e-05 0.009713903 0.046507462 0.0327891300 0.0058582721
## 11 3.404679e-03 0.026196633 0.017908031 0.0052195503 0.0119490687
## 12 5.879765e-04 0.014471066 0.003757723 0.0193812336 0.0068189135
## 13 1.543993e-02 0.025723815 0.003237870 0.0172457701 0.0058994604
## 14 2.929235e-03 0.001362303 0.011086582 0.0068777974 0.0018256404
## 15 1.590431e-02 0.009523160 0.023253109 0.0157467721 0.0087711047
## 16 1.399843e-02 0.033132541 0.032927691 0.0231136116 0.0091057001
## 17 4.179932e-03 0.032203560 0.011445584 0.0176314357 0.0009550841
## 18 1.834927e-02 0.021458359 0.006205953 0.0043946798 0.0193397179
## 19 6.799493e-03 0.004579482 0.003592954 0.0021104248 0.0116719379
## 20 1.401473e-02 0.032223313 0.010604886 0.0050090322 0.0025872399
## 21 6.870612e-04 0.001266539 0.026581058 0.0006534196 0.0046067164
## PC62.31 PC63.31 PC64.31 PC65.31 PC66.31
## 1 0.0373239206 0.0041764768 0.007986529 0.012964563 0.023997626
## 2 0.0142687579 0.0028545709 0.021157307 0.011030383 0.003632873
## 3 0.0301735035 0.0149459237 0.005352169 0.022998476 0.005718274
## 4 0.0271619573 0.0361192561 0.007747277 0.036263775 0.007197739
## 5 0.0061651173 0.0164314454 0.001978449 0.007478598 0.013902288
## 6 0.0014341600 0.0521647928 0.015758958 0.012874701 0.020570655
## 7 0.0128890391 0.0257574396 0.016528538 0.008305204 0.013816156
## 8 0.0216520926 0.0038688521 0.014446847 0.004608666 0.004189666
## 9 0.0651074273 0.0011954156 0.003406035 0.008064042 0.007152437
## 10 0.0087468265 0.0025263123 0.018243552 0.008007964 0.016319285
## 11 0.0214015455 0.0239739262 0.010294437 0.020264271 0.005381702
## 12 0.0099734183 0.0037094319 0.003969332 0.008179798 0.045767586
## 13 0.0034621306 0.0028544941 0.011915945 0.002351855 0.013604002
## 14 0.0004763906 0.0122467613 0.004903976 0.005585402 0.019612045
## 15 0.0214857345 0.0173342774 0.008163954 0.007822644 0.033123151
## 16 0.0110483910 0.0073302366 0.015609117 0.012160437 0.022178441
## 17 0.0039387227 0.0009389781 0.002068094 0.026523212 0.032522131
## 18 0.0247199554 0.0034780839 0.030994433 0.009459517 0.008111490
## 19 0.0065130007 0.0164574792 0.022660626 0.016685677 0.023528320
## 20 0.0372843347 0.0017825756 0.032788913 0.019945987 0.025869868
## 21 0.0382235860 0.0347435548 0.007743510 0.010017683 0.016299461
## PC67.31 PC68.31 programN.32
## 1 0.004366769 0.0302318253 Clinical.Psychology
## 2 0.009627359 0.0027170047 Spirituality.Mind.Body
## 3 0.014423474 0.0194302042 Health.Education
## 4 0.029118713 0.0001917411 Physical.Education
## 5 0.002545210 0.0168560548 Kinesiology
## 6 0.020871651 0.0024669852 Psychological.Counseling
## 7 0.003404221 0.0023676781 Economics.and.Education
## 8 0.003767999 0.0248015410 Linguistics
## 9 0.009976382 0.0225654471 Nursing
## 10 0.013331157 0.0221388427 Intellectual.Disability.Autism
## 11 0.048069839 0.0103327468 Curriculum.and.Teaching
## 12 0.009370916 0.0218993263 Neuroscience
## 13 0.008621536 0.0140855684 Early.Childhood.Special.Education
## 14 0.011089313 0.0092625906 Sexuality..Women.and.Gender.in.Psychology
## 15 0.012292413 0.0122383227 Education.Technology
## 16 0.020779375 0.0093621067 Higher.and.Postsecondary.Education
## 17 0.008916730 0.0119576270 Developmental.Psychology
## 18 0.018881662 0.0070064984 Design.and.Development.of.Digital.Games
## 19 0.031208677 0.0180189870 Dance.Education
## 20 0.024302939 0.0238644148 International.and.Comparative.Education
## 21 0.013466340 0.0261225260 cluster
## PC1.32 PC2.32 PC3.32 PC4.32 PC5.32
## 1 2.220278e-02 0.037195249 0.0031620282 0.001190155 4.759591e-03
## 2 1.896285e-02 0.025446601 0.0047636957 0.001337290 2.704933e-02
## 3 8.928727e-03 0.034147806 0.0143069974 0.018851937 5.280302e-03
## 4 5.059954e-05 0.029865684 0.0172981154 0.006940586 5.902268e-05
## 5 9.196925e-03 0.037890503 0.0098025730 0.002234410 6.726859e-03
## 6 5.675797e-03 0.030173588 0.0132593925 0.027190710 2.309283e-02
## 7 3.359183e-02 0.008906657 0.0028566709 0.019199586 1.820501e-02
## 8 4.947331e-03 0.007329538 0.0065879987 0.054107187 2.084087e-02
## 9 6.894445e-04 0.031856095 0.0102831322 0.014918717 1.953290e-02
## 10 4.472437e-03 0.010828258 0.0125961775 0.017612235 7.266336e-03
## 11 6.396429e-03 0.020275903 0.0124009592 0.021089345 2.122926e-03
## 12 8.281349e-03 0.034657422 0.0274107594 0.004652216 6.940352e-03
## 13 4.408253e-03 0.025552068 0.0223882055 0.031399622 1.618698e-02
## 14 2.166156e-02 0.026960344 0.0039637231 0.012604293 2.323197e-02
## 15 1.034184e-02 0.014739512 0.0404940795 0.001439835 2.654586e-02
## 16 7.527071e-03 0.011385278 0.0130459674 0.004600435 3.082268e-02
## 17 1.346231e-02 0.022812501 0.0003474403 0.000157270 1.074489e-02
## 18 6.355681e-03 0.014408881 0.0449906991 0.031338602 1.209934e-02
## 19 3.061861e-03 0.002731713 0.0235640740 0.013916617 2.993315e-02
## 20 2.113102e-02 0.021317674 0.0015737879 0.002640540 1.532440e-02
## 21 1.671803e-02 0.025842690 0.0405600152 0.037206851 2.167346e-02
## PC6.32 PC7.32 PC8.32 PC9.32 PC10.32
## 1 0.0145551406 0.0204610368 0.0096703098 0.007534750 0.0044329389
## 2 0.0153863042 0.0198756430 0.0018854097 0.031791399 0.0086626499
## 3 0.0292497995 0.0060629522 0.0003695185 0.024513906 0.0197771622
## 4 0.0010439017 0.0109126564 0.0181621668 0.021004884 0.0132190247
## 5 0.0100511161 0.0055717449 0.0115191229 0.003794105 0.0146540900
## 6 0.0185385286 0.0011510428 0.0006924103 0.017994401 0.0007766548
## 7 0.0019850768 0.0078716548 0.0097133290 0.017746346 0.0159588397
## 8 0.0025245649 0.0234047813 0.0170624568 0.012953165 0.0343666431
## 9 0.0130448130 0.0085190617 0.0026309260 0.005337466 0.0235534283
## 10 0.0125342622 0.0030055899 0.0019796475 0.011453917 0.0598322356
## 11 0.0169547295 0.0030758181 0.0112353671 0.044147375 0.0024636900
## 12 0.0170801532 0.0031980504 0.0060050438 0.024451768 0.0084495571
## 13 0.0075348165 0.0212184000 0.0177969933 0.030278451 0.0153284004
## 14 0.0241148815 0.0164765555 0.0133393896 0.020629130 0.0133064824
## 15 0.0035173959 0.0120136951 0.0034680911 0.006246917 0.0001833444
## 16 0.0402722606 0.0183069807 0.0123599959 0.025183963 0.0162809823
## 17 0.0006575599 0.0014403425 0.0250115497 0.031895777 0.0353662917
## 18 0.0200423506 0.0034495169 0.0046244582 0.003947530 0.0175316831
## 19 0.0161084934 0.0474102038 0.0171934839 0.002415794 0.0234615127
## 20 0.0156102970 0.0005809751 0.0495759211 0.009503601 0.0015536521
## 21 0.0150258913 0.0068948760 0.0111009044 0.010507240 0.0142931113
## PC11.32 PC12.32 PC13.32 PC14.32 PC15.32
## 1 3.156260e-04 0.021808217 0.0003086636 0.0062008888 0.0038287891
## 2 6.241734e-04 0.003869211 0.0037619987 0.0334570432 0.0048381914
## 3 1.229489e-02 0.025755394 0.0306201751 0.0212227537 0.0072622281
## 4 2.763763e-03 0.018258991 0.0120707436 0.0102297713 0.0073438464
## 5 1.098126e-02 0.023919379 0.0134701839 0.0343205910 0.0247863002
## 6 2.270951e-02 0.005072075 0.0051420483 0.0244578886 0.0078050072
## 7 1.044750e-02 0.009214677 0.0059522552 0.0316639596 0.0001306213
## 8 1.097630e-02 0.003705706 0.0193361508 0.0029508998 0.0103048342
## 9 6.672129e-05 0.005624662 0.0186608463 0.0135071313 0.0159261432
## 10 1.154135e-02 0.036536788 0.0295004717 0.0175425270 0.0021303254
## 11 2.715194e-02 0.005730825 0.0151856779 0.0097664484 0.0484631208
## 12 1.281742e-03 0.009221666 0.0026982800 0.0009149750 0.0385331983
## 13 1.066777e-02 0.010888186 0.0047609933 0.0203859263 0.0102805241
## 14 2.809926e-02 0.013508356 0.0095990422 0.0028277341 0.0241542699
## 15 7.110892e-03 0.011552105 0.0390417431 0.0331476372 0.0103980243
## 16 8.863708e-03 0.024975287 0.0073904401 0.0067210128 0.0006386207
## 17 1.913504e-02 0.017596192 0.0241897580 0.0002288102 0.0088213466
## 18 8.619621e-03 0.022174927 0.0136066046 0.0265153220 0.0178325436
## 19 1.547510e-02 0.013925381 0.0227163619 0.0035267745 0.0012952068
## 20 4.058292e-02 0.007378154 0.0044826857 0.0114409155 0.0122508356
## 21 1.352371e-02 0.001208053 0.0094348367 0.0139396704 0.0080718853
## PC16.32 PC17.32 PC18.32 PC19.32 PC20.32
## 1 0.004582990 0.0406961358 4.627692e-03 0.009859608 0.008355508
## 2 0.010811923 0.0056265415 2.537453e-02 0.028356459 0.001906876
## 3 0.005321750 0.0211236012 1.259166e-02 0.011270142 0.009007826
## 4 0.033150723 0.0362778080 1.568482e-02 0.014728741 0.036556839
## 5 0.028416728 0.0062068874 4.087607e-03 0.013931527 0.002792422
## 6 0.011878138 0.0177122036 2.923849e-02 0.019815966 0.013080943
## 7 0.004179001 0.0278652033 1.331503e-02 0.005162463 0.013509464
## 8 0.014187673 0.0039142510 3.411347e-03 0.018170476 0.015847075
## 9 0.014508125 0.0233019901 3.929915e-02 0.023920715 0.018546330
## 10 0.017804752 0.0077512223 1.281310e-02 0.026403612 0.037637801
## 11 0.027299040 0.0187114066 5.982723e-03 0.029691707 0.016885039
## 12 0.030638579 0.0046173443 2.223775e-02 0.011392769 0.001406500
## 13 0.007284086 0.0000681285 1.351379e-03 0.003124974 0.057706894
## 14 0.003440244 0.0041580796 1.305328e-02 0.013975436 0.017997007
## 15 0.030173068 0.0251565088 9.632558e-06 0.010378777 0.006710492
## 16 0.024005827 0.0078882177 9.395336e-03 0.029620606 0.022506086
## 17 0.027479349 0.0460781910 1.660980e-02 0.002776522 0.004382109
## 18 0.011643175 0.0056585626 2.132736e-02 0.010235224 0.001633480
## 19 0.001816857 0.0375070479 1.670549e-02 0.019291414 0.024974276
## 20 0.002374252 0.0060490029 1.015209e-02 0.022615270 0.016462858
## 21 0.005043319 0.0056797554 2.116016e-03 0.002602185 0.002172608
## PC21.32 PC22.32 PC23.32 PC24.32 PC25.32
## 1 0.006551820 0.0112093208 0.0065323858 0.0153950713 0.014338033
## 2 0.013795448 0.0020790636 0.0175142368 0.0142397749 0.014382336
## 3 0.021030185 0.0095410886 0.0086409520 0.0082648374 0.002500797
## 4 0.034297210 0.0079446947 0.0056264142 0.0097381422 0.014509344
## 5 0.023834714 0.0006358971 0.0008849579 0.0051847978 0.003943145
## 6 0.043441324 0.0022734514 0.0082321613 0.0044123689 0.002787222
## 7 0.014296106 0.0406304943 0.0070842949 0.0185943544 0.010844615
## 8 0.005469355 0.0022308909 0.0022464918 0.0431221266 0.006965644
## 9 0.011172795 0.0175862325 0.0174102795 0.0063199884 0.041741128
## 10 0.022219744 0.0286510754 0.0060574464 0.0031096402 0.014194822
## 11 0.002865449 0.0207473082 0.0115293853 0.0248510128 0.016817714
## 12 0.020036070 0.0169055111 0.0171558732 0.0189879783 0.036493755
## 13 0.004542651 0.0004601013 0.0107230761 0.0040069641 0.007674211
## 14 0.009493938 0.0042878651 0.0186929163 0.0170201715 0.024600503
## 15 0.009992637 0.0164255942 0.0111433760 0.0039617487 0.019214883
## 16 0.030544873 0.0142068481 0.0062735829 0.0063630024 0.010678331
## 17 0.034637553 0.0218430388 0.0030625463 0.0003178231 0.011822688
## 18 0.001729228 0.0137213581 0.0244510058 0.0136231698 0.001959451
## 19 0.004099126 0.0258577548 0.0180956248 0.0068183260 0.003436337
## 20 0.019727274 0.0167011457 0.0097039926 0.0031659007 0.028178329
## 21 0.001808123 0.0186122641 0.0155523480 0.0031954636 0.011123707
## PC26.32 PC27.32 PC28.32 PC29.32 PC30.32
## 1 0.013404488 0.0169060164 0.007997436 0.0107434404 0.0121430804
## 2 0.016157291 0.0451263847 0.004744344 0.0131365729 0.0082984556
## 3 0.018053526 0.0118206832 0.011680497 0.0186431509 0.0077508257
## 4 0.024080936 0.0285882297 0.001708984 0.0387143272 0.0025221817
## 5 0.053921207 0.0296266638 0.011046841 0.0068904121 0.0060111648
## 6 0.006663096 0.0147105684 0.030881220 0.0103775123 0.0001298397
## 7 0.005448896 0.0188450668 0.007690152 0.0143016592 0.0055766737
## 8 0.027820804 0.0238494254 0.004026181 0.0014815269 0.0099796751
## 9 0.011241012 0.0265312952 0.041221943 0.0213847071 0.0110775041
## 10 0.017184226 0.0072963456 0.011845159 0.0093984659 0.0090634788
## 11 0.006701263 0.0032191445 0.022670003 0.0135109145 0.0043574821
## 12 0.007240608 0.0116859249 0.001529134 0.0183579973 0.0220554381
## 13 0.014624062 0.0040407108 0.011303206 0.0111171602 0.0027024728
## 14 0.011766409 0.0074020110 0.020221563 0.0216256132 0.0042572359
## 15 0.015449554 0.0012353301 0.005160180 0.0005887637 0.0137612984
## 16 0.044790612 0.0025348205 0.005173731 0.0222391104 0.0151896259
## 17 0.011333390 0.0121622006 0.010802360 0.0235170135 0.0020808158
## 18 0.031170855 0.0147192101 0.015633686 0.0088036535 0.0126018668
## 19 0.016879997 0.0075941874 0.006509377 0.0030711560 0.0108245315
## 20 0.015454890 0.0042336370 0.016619531 0.0044553004 0.0012666083
## 21 0.001484748 0.0009007151 0.011650785 0.0223900720 0.0065613503
## PC31.32 PC32.32 PC33.32 PC34.32 PC35.32
## 1 0.017783776 0.0043349495 0.07043686 0.0222208884 0.030243607
## 2 0.012642267 0.0236805934 0.05188379 0.0002319862 0.029942506
## 3 0.009362498 0.0064832838 0.04178433 0.0286055986 0.009338729
## 4 0.027401376 0.0120772967 0.03614476 0.0127511831 0.032732045
## 5 0.010736963 0.0250431566 0.03180905 0.0024198002 0.012114321
## 6 0.008169168 0.0184546139 0.02956082 0.0123647695 0.018798020
## 7 0.008902280 0.0384869011 0.02951805 0.0115448747 0.008139444
## 8 0.015263706 0.0162663946 0.02563299 0.0074182728 0.014077230
## 9 0.005863882 0.0161011067 0.02536616 0.0060305240 0.008019843
## 10 0.027537548 0.0047151030 0.02471588 0.0311409980 0.004184547
## 11 0.005976028 0.0099387450 0.02426889 0.0079030393 0.001158178
## 12 0.010430419 0.0198103297 0.02398441 0.0014951231 0.006022188
## 13 0.031780227 0.0183877764 0.02265024 0.0037229312 0.009492371
## 14 0.024724147 0.0107931755 0.02219861 0.0463595486 0.019166348
## 15 0.001719340 0.0151304423 0.02059694 0.0337535404 0.006598693
## 16 0.025997518 0.0002837276 0.01989393 0.0264555110 0.032195026
## 17 0.003181255 0.0078498621 0.01964730 0.0173828316 0.014696340
## 18 0.004174359 0.0029851974 0.01911475 0.0120255242 0.001355074
## 19 0.005945130 0.0146436133 0.01894181 0.0081385843 0.028795076
## 20 0.031534574 0.0149182965 0.01862998 0.0186326257 0.010350318
## 21 0.002604714 0.0088117414 0.01860219 0.0070467067 0.001594878
## PC36.32 PC37.32 PC38.32 PC39.32 PC40.32
## 1 0.005997443 4.252089e-03 0.003650099 0.0008797659 1.661383e-02
## 2 0.012214891 1.417303e-03 0.017385192 0.0113039982 1.164110e-02
## 3 0.034246715 1.004410e-02 0.002584070 0.0109883234 9.693223e-03
## 4 0.025934581 3.147825e-05 0.007395560 0.0015385472 2.423194e-02
## 5 0.014210240 4.344355e-03 0.019864362 0.0166791630 1.734175e-02
## 6 0.002855796 2.867904e-02 0.019406810 0.0047176094 8.846041e-05
## 7 0.008770795 3.623128e-02 0.007465190 0.0023487291 1.088616e-02
## 8 0.006708877 1.442340e-03 0.012314012 0.0237440060 2.189815e-02
## 9 0.028839537 1.883313e-02 0.001502887 0.0001750696 3.577850e-04
## 10 0.015669664 3.276208e-02 0.025308741 0.0103311717 2.441338e-02
## 11 0.002187526 2.132852e-03 0.017632292 0.0342654009 1.265250e-02
## 12 0.021562865 1.425667e-02 0.006427212 0.0174540399 2.107405e-02
## 13 0.015741824 2.336248e-02 0.011820366 0.0023819566 4.168525e-03
## 14 0.004387870 7.129389e-03 0.007958182 0.0026019229 1.744477e-03
## 15 0.023176107 4.808024e-02 0.019885236 0.0041671640 1.610367e-02
## 16 0.006607765 5.811690e-04 0.002713510 0.0237627252 6.807845e-03
## 17 0.029624780 2.066260e-02 0.014887879 0.0201818028 1.957879e-02
## 18 0.009789433 2.238283e-02 0.003711882 0.0139428249 4.257383e-02
## 19 0.004565738 7.414103e-03 0.002471392 0.0152522862 1.678320e-02
## 20 0.035065446 3.009637e-02 0.019489996 0.0075449269 7.898263e-05
## 21 0.006372683 8.958627e-03 0.012716084 0.0095968710 8.528354e-03
## PC41.32 PC42.32 PC43.32 PC44.32 PC45.32
## 1 1.351956e-02 2.182742e-02 0.005071890 0.008376436 0.004084068
## 2 6.057619e-03 1.306039e-02 0.012726169 0.001331992 0.018793499
## 3 1.664219e-03 5.344702e-03 0.005115243 0.004704709 0.024797152
## 4 3.123014e-04 4.648366e-03 0.013441862 0.012341661 0.035422006
## 5 2.946308e-02 1.970770e-02 0.005760452 0.035309066 0.012366391
## 6 3.456438e-02 1.836452e-02 0.007491548 0.055101508 0.014123210
## 7 1.407954e-02 2.479572e-02 0.012356058 0.032776840 0.009293799
## 8 5.180017e-05 6.340144e-03 0.007193893 0.031973380 0.001280308
## 9 1.680392e-02 1.408984e-02 0.046305247 0.022772898 0.004282224
## 10 1.098049e-02 6.851093e-03 0.007730266 0.016679772 0.025977623
## 11 8.513003e-03 1.291621e-02 0.010799224 0.003990016 0.007330942
## 12 6.719749e-03 9.407813e-05 0.025441821 0.003448952 0.002373057
## 13 2.063920e-02 1.708565e-02 0.021299853 0.008455949 0.029359882
## 14 7.651826e-03 3.030729e-02 0.025638410 0.006215405 0.008202022
## 15 2.694603e-02 3.763938e-02 0.023721813 0.016684992 0.019832347
## 16 2.964824e-02 1.003301e-02 0.015526534 0.011940985 0.006457963
## 17 8.043337e-03 1.581613e-04 0.000414364 0.009358596 0.048810168
## 18 3.224138e-03 3.238990e-02 0.007774936 0.013624847 0.006899918
## 19 3.079813e-03 3.096692e-02 0.015924592 0.016334927 0.041307348
## 20 8.608210e-03 4.897263e-03 0.031992737 0.000470291 0.016489206
## 21 2.276942e-03 1.417813e-02 0.010494063 0.026708681 0.023182761
## PC46.32 PC47.32 PC48.32 PC49.32 PC50.32
## 1 0.007130567 2.354353e-02 0.0131812142 0.004030878 0.0189340516
## 2 0.006022074 8.953379e-03 0.0074089221 0.010716036 0.0064697928
## 3 0.025504651 2.599387e-02 0.0024084789 0.005842586 0.0050285835
## 4 0.002421951 3.000743e-05 0.0059791112 0.003630809 0.0407831659
## 5 0.005400196 1.281306e-02 0.0041353782 0.025434165 0.0019009680
## 6 0.043293162 6.908056e-03 0.0119862419 0.007858785 0.0077718093
## 7 0.020395223 3.064441e-02 0.0065670447 0.012669433 0.0067770310
## 8 0.003594276 1.575308e-02 0.0080186210 0.001047132 0.0054458274
## 9 0.011845454 3.460490e-02 0.0123626017 0.008435817 0.0215834301
## 10 0.014454409 2.437607e-02 0.0108418166 0.013645142 0.0003401361
## 11 0.002109297 6.442321e-03 0.0005942735 0.030270919 0.0155641485
## 12 0.001165617 2.302559e-02 0.0108297882 0.002611124 0.0102166669
## 13 0.004285109 2.350665e-02 0.0225095228 0.016686431 0.0247123911
## 14 0.020747391 1.122818e-03 0.0036871116 0.001709257 0.0062403701
## 15 0.010580637 9.689343e-03 0.0123531495 0.013607762 0.0082460644
## 16 0.017285922 1.347241e-02 0.0172595371 0.001264596 0.0223537131
## 17 0.015695294 1.669381e-02 0.0233890647 0.030826123 0.0102615547
## 18 0.015437185 1.854158e-02 0.0096764839 0.012731327 0.0205016989
## 19 0.010126927 1.643022e-02 0.0192723332 0.014679402 0.0014358939
## 20 0.011233530 1.565943e-02 0.0077271899 0.017799228 0.0147265770
## 21 0.020612084 1.116480e-02 0.0175787353 0.031930753 0.0010169702
## PC51.32 PC52.32 PC53.32 PC54.32 PC55.32
## 1 3.005869e-02 0.026442880 0.0052762001 0.0181709192 0.0093481064
## 2 4.593128e-03 0.009343880 0.0353907726 0.0212149380 0.0204762500
## 3 1.411048e-02 0.007149243 0.0356010823 0.0356283377 0.0108775144
## 4 1.535926e-02 0.019407217 0.0042436624 0.0044914288 0.0045247583
## 5 6.221899e-03 0.017400543 0.0003121021 0.0008153605 0.0002492435
## 6 7.122451e-04 0.021253623 0.0162096397 0.0001327207 0.0018413514
## 7 1.892939e-02 0.012817131 0.0112425240 0.0129525274 0.0087715572
## 8 5.053185e-05 0.010399101 0.0050398196 0.0156212113 0.0375884773
## 9 1.967542e-02 0.004889472 0.0240110550 0.0034722408 0.0096144876
## 10 2.895155e-03 0.006215324 0.0089149065 0.0007387733 0.0192628629
## 11 1.886517e-02 0.011721599 0.0084164123 0.0300685024 0.0118851146
## 12 3.134993e-02 0.026137646 0.0326605694 0.0143283040 0.0017381732
## 13 1.744511e-02 0.037332067 0.0019002684 0.0261463582 0.0097246318
## 14 2.907592e-02 0.002930999 0.0379608313 0.0320571934 0.0027015202
## 15 5.577876e-03 0.022300422 0.0098949963 0.0021540562 0.0228900802
## 16 7.432091e-03 0.015030708 0.0073035634 0.0042939071 0.0346327047
## 17 2.393401e-02 0.005630739 0.0023678486 0.0040966143 0.0234174752
## 18 2.891234e-02 0.021633326 0.0403311456 0.0005479920 0.0506128239
## 19 2.842639e-02 0.029473732 0.0247756465 0.0504591551 0.0296859948
## 20 8.028780e-03 0.020504678 0.0091205337 0.0252850929 0.0214486162
## 21 4.127861e-04 0.016650568 0.0089817831 0.0147658552 0.0081063803
## PC56.32 PC57.32 PC58.32 PC59.32 PC60.32
## 1 0.0129663081 0.0251931664 0.0409487207 0.0057102701 0.024372695
## 2 0.0097613192 0.0034046792 0.0261966325 0.0179080313 0.005219550
## 3 0.0106730363 0.0015997096 0.0075136757 0.0155025141 0.052795819
## 4 0.0026896841 0.0193643083 0.0014099180 0.0022746844 0.034429501
## 5 0.0013329334 0.0024059648 0.0205310620 0.0126578077 0.030495142
## 6 0.0193079703 0.0249291572 0.0001651332 0.0240504419 0.002402079
## 7 0.0009341546 0.0110941329 0.0410441146 0.0225432489 0.017457682
## 8 0.0067186803 0.0241736063 0.0030323568 0.0530815041 0.003391995
## 9 0.0287811963 0.0084370519 0.0209606836 0.0001859973 0.008197484
## 10 0.0002334902 0.0077719619 0.0120318199 0.0370319347 0.015413022
## 11 0.0415885848 0.0054253755 0.0192126686 0.0155819095 0.008662676
## 12 0.0148300282 0.0140147292 0.0322233127 0.0106048859 0.005009032
## 13 0.0421240490 0.0005518043 0.0043324004 0.0184290887 0.033227982
## 14 0.0086863854 0.0256685339 0.0128126667 0.0114304209 0.020121570
## 15 0.0066379636 0.0150600203 0.0125730627 0.0070863118 0.016131762
## 16 0.0038938297 0.0060888693 0.0330127589 0.0146032574 0.003578772
## 17 0.0197683709 0.0205936246 0.0108039513 0.0058408764 0.020052453
## 18 0.0125973203 0.0006417965 0.0052174617 0.0125557911 0.001549461
## 19 0.0003145702 0.0063706863 0.0084707774 0.0092398274 0.016366989
## 20 0.0049754763 0.0176453904 0.0127410397 0.0018245179 0.012420504
## 21 0.0156387889 0.0035511946 0.0157120649 0.0621908383 0.024783193
## PC61.32 PC62.32 PC63.32 PC64.32 PC65.32
## 1 0.004231560 0.0142867096 0.011847992 0.0233301969 0.0321274258
## 2 0.011949069 0.0214015455 0.023973926 0.0102944367 0.0202642712
## 3 0.002828014 0.0250566772 0.015687418 0.0149730563 0.0101842124
## 4 0.010569958 0.0098949289 0.011722052 0.0112856605 0.0049120561
## 5 0.010446085 0.0014341600 0.052164793 0.0157589581 0.0128747005
## 6 0.029062510 0.0022094006 0.007052124 0.0007189327 0.0202609273
## 7 0.033339945 0.0301735035 0.014945924 0.0053521695 0.0229984761
## 8 0.018109541 0.0003451716 0.026490567 0.0401983871 0.0266746238
## 9 0.007794702 0.0067100558 0.014677214 0.0001243280 0.0096234716
## 10 0.015238303 0.0177678492 0.017580770 0.0072883655 0.0102919578
## 11 0.017420714 0.0003912263 0.010769324 0.0263275157 0.0419232676
## 12 0.002587240 0.0372843347 0.001782576 0.0327889132 0.0199459869
## 13 0.013542498 0.0150148673 0.026840548 0.0072716741 0.0086215033
## 14 0.015869348 0.0223570487 0.012143539 0.0416212060 0.0230215250
## 15 0.021836115 0.0191882290 0.003004076 0.0119618608 0.0222113321
## 16 0.037862701 0.0005669022 0.010293710 0.0257337042 0.0081613053
## 17 0.017076143 0.0140479593 0.004005805 0.0067793347 0.0176643694
## 18 0.025053454 0.0242492514 0.012734718 0.0003502170 0.0156599526
## 19 0.006788166 0.0183052132 0.002879448 0.0008058106 0.0005078441
## 20 0.018988928 0.0200988905 0.019861377 0.0070435772 0.0282850478
## 21 0.022549980 0.0030781720 0.004417592 0.0541746947 0.0108909126
## PC66.32 PC67.32 PC68.32
## 1 0.006111559 4.043560e-03 0.0253828798
## 2 0.005381702 4.806984e-02 0.0103327468
## 3 0.023423474 7.941836e-03 0.0196420568
## 4 0.010866110 1.655271e-02 0.0102158371
## 5 0.020570655 2.087165e-02 0.0024669852
## 6 0.002539966 4.856063e-03 0.0037756628
## 7 0.005718274 1.442347e-02 0.0194302042
## 8 0.019508073 3.354950e-03 0.0006156937
## 9 0.010578671 1.604362e-02 0.0121917775
## 10 0.008172666 6.690235e-03 0.0290887373
## 11 0.016629126 3.882247e-03 0.0056948558
## 12 0.025869868 2.430294e-02 0.0238644148
## 13 0.001465802 7.717288e-04 0.0055024242
## 14 0.015915069 2.720838e-03 0.0199583902
## 15 0.029049346 1.378417e-02 0.0285520058
## 16 0.009185125 7.234322e-03 0.0099774894
## 17 0.025584274 9.485408e-03 0.0062622921
## 18 0.017530809 1.858546e-02 0.0159891192
## 19 0.005562486 7.965321e-05 0.0113511622
## 20 0.041175149 1.131067e-02 0.0273981855
## 21 0.029056473 4.278506e-02 0.0218348280
## programN.33 PC1.33 PC2.33
## 1 Sexuality..Women.and.Gender.in.Psychology 0.021661557 0.0269603435
## 2 Change.Leadership 0.039864893 0.0015078079
## 3 School.Principals 0.031921365 0.0053827453
## 4 Teaching.English 0.014482695 0.0105335811
## 5 Education.Technology 0.010341837 0.0147395123
## 6 Music 0.001331327 0.0094946304
## 7 Intellectual.Disability.Autism 0.004472437 0.0108282580
## 8 Health.Education 0.008928727 0.0341478058
## 9 English.Education 0.009278718 0.0039283654
## 10 Private.School.Leadership 0.029591067 0.0091044367
## 11 Education.Leadership 0.023981758 0.0047880169
## 12 Higher.and.Postsecondary.Education 0.007527071 0.0113852785
## 13 Social.Organizational.Psychology 0.031841017 0.0084415043
## 14 Social.Studies 0.017997377 0.0006640169
## 15 Cooperation.and.Conflict.Resolution 0.030509542 0.0088617444
## 16 Diabetes.Education 0.001346140 0.0290045611
## 17 Reading 0.020440668 0.0011834864
## 18 History 0.026663545 0.0024427805
## 19 Clinical.Psychology 0.022202776 0.0371952492
## 20 Physiology 0.014574071 0.0367513707
## 21 International.and.Comparative.Education 0.021131016 0.0213176743
## PC3.33 PC4.33 PC5.33 PC6.33 PC7.33
## 1 0.0039637231 0.012604293 0.023231967 0.0241148815 0.0164765555
## 2 0.0131650993 0.021208835 0.009947538 0.0187839045 0.0044568386
## 3 0.0059569597 0.001471718 0.007939695 0.0095744632 0.0231181239
## 4 0.0010454784 0.046509906 0.001559886 0.0093156213 0.0086087748
## 5 0.0404940795 0.001439835 0.026545860 0.0035173959 0.0120136951
## 6 0.0221763981 0.004001520 0.033295249 0.0005785762 0.0398136107
## 7 0.0125961775 0.017612235 0.007266336 0.0125342622 0.0030055899
## 8 0.0143069974 0.018851937 0.005280302 0.0292497995 0.0060629522
## 9 0.0054881232 0.053140566 0.009994085 0.0057419804 0.0085288709
## 10 0.0041877010 0.003549790 0.030995370 0.0267911433 0.0103694505
## 11 0.0006161223 0.014156687 0.025750436 0.0036752154 0.0141107272
## 12 0.0130459674 0.004600435 0.030822677 0.0402722606 0.0183069807
## 13 0.0116379852 0.001791635 0.009742845 0.0136477547 0.0032897977
## 14 0.0110332751 0.005623037 0.017457209 0.0315435640 0.0424431855
## 15 0.0055603952 0.005966753 0.003008791 0.0044337281 0.0145779120
## 16 0.0050051172 0.002000111 0.003031366 0.0193392395 0.0204852817
## 17 0.0079798028 0.015076671 0.028443466 0.0131204338 0.0029247239
## 18 0.0015556889 0.002129030 0.053094195 0.0056032077 0.0024226234
## 19 0.0031620282 0.001190155 0.004759591 0.0145551406 0.0204610368
## 20 0.0037967058 0.019235619 0.005857138 0.0047655130 0.0085070441
## 21 0.0015737879 0.002640540 0.015324399 0.0156102970 0.0005809751
## PC8.33 PC9.33 PC10.33 PC11.33 PC12.33
## 1 1.333939e-02 0.020629130 0.0133064824 0.0280992606 0.013508356
## 2 4.742287e-05 0.003735709 0.0179235215 0.0139374341 0.002607609
## 3 5.921207e-03 0.037217360 0.0069371263 0.0034252138 0.011983355
## 4 1.710630e-02 0.008709267 0.0001295534 0.0066786365 0.028828935
## 5 3.468091e-03 0.006246917 0.0001833444 0.0071108922 0.011552105
## 6 7.949841e-03 0.023227344 0.0144477798 0.0244549155 0.021981160
## 7 1.979648e-03 0.011453917 0.0598322356 0.0115413494 0.036536788
## 8 3.695185e-04 0.024513906 0.0197771622 0.0122948945 0.025755394
## 9 7.304312e-03 0.005619475 0.0274263942 0.0056159168 0.007881216
## 10 8.365476e-03 0.004407586 0.0018129601 0.0009176543 0.009298711
## 11 1.261220e-02 0.002085505 0.0382958480 0.0180075020 0.019437492
## 12 1.236000e-02 0.025183963 0.0162809823 0.0088637080 0.024975287
## 13 2.431863e-02 0.021943755 0.0132336368 0.0333162842 0.027240108
## 14 4.464860e-02 0.012576202 0.0041900676 0.0082672240 0.004644419
## 15 8.662859e-03 0.029455859 0.0198420109 0.0102516983 0.024695811
## 16 3.436564e-02 0.025550739 0.0083823655 0.0020275950 0.001307258
## 17 2.327535e-02 0.004192322 0.0131786178 0.0151928942 0.032431938
## 18 1.587315e-02 0.001431406 0.0028922222 0.0052773453 0.016671175
## 19 9.670310e-03 0.007534750 0.0044329389 0.0003156260 0.021808217
## 20 1.210306e-02 0.013003430 0.0099895795 0.0350039915 0.016826299
## 21 4.957592e-02 0.009503601 0.0015536521 0.0405829182 0.007378154
## PC13.33 PC14.33 PC15.33 PC16.33 PC17.33
## 1 0.0095990422 0.0028277341 0.0241542699 0.003440244 0.0041580796
## 2 0.0073583512 0.0146256496 0.0120026413 0.011577729 0.0106277830
## 3 0.0005246415 0.0084102952 0.0228167640 0.007366102 0.0011797135
## 4 0.0103141677 0.0108328388 0.0152688829 0.012637434 0.0253689631
## 5 0.0390417431 0.0331476372 0.0103980243 0.030173068 0.0251565088
## 6 0.0185234630 0.0119186711 0.0259238820 0.008021661 0.0151384369
## 7 0.0295004717 0.0175425270 0.0021303254 0.017804752 0.0077512223
## 8 0.0306201751 0.0212227537 0.0072622281 0.005321750 0.0211236012
## 9 0.0034628875 0.0007916287 0.0242523151 0.024049301 0.0088987259
## 10 0.0067930806 0.0341636252 0.0095813212 0.005696281 0.0052771841
## 11 0.0134708181 0.0520323442 0.0166055939 0.005221424 0.0363839623
## 12 0.0073904401 0.0067210128 0.0006386207 0.024005827 0.0078882177
## 13 0.0183521730 0.0152088065 0.0158927740 0.018681853 0.0015579368
## 14 0.0110741844 0.0294952669 0.0158405074 0.002239219 0.0225297196
## 15 0.0181019454 0.0094167531 0.0171002435 0.002798045 0.0004136718
## 16 0.0224833564 0.0001161929 0.0249082768 0.011650159 0.0049883479
## 17 0.0292802971 0.0019190352 0.0107043676 0.006045508 0.0360861494
## 18 0.0013146984 0.0225753122 0.0144500273 0.007566383 0.0086314728
## 19 0.0003086636 0.0062008888 0.0038287891 0.004582990 0.0406961358
## 20 0.0110960670 0.0001699382 0.0058982743 0.018227567 0.0090266772
## 21 0.0044826857 0.0114409155 0.0122508356 0.002374252 0.0060490029
## PC18.33 PC19.33 PC20.33 PC21.33 PC22.33
## 1 1.305328e-02 0.013975436 0.017997007 0.0094939382 0.004287865
## 2 7.426459e-03 0.008412830 0.005304519 0.0086090480 0.001701926
## 3 2.661985e-02 0.007934219 0.012425224 0.0270974530 0.015603708
## 4 3.813893e-02 0.020365340 0.012719123 0.0089258554 0.022410047
## 5 9.632558e-06 0.010378777 0.006710492 0.0099926366 0.016425594
## 6 1.019188e-02 0.016570914 0.021952516 0.0395126697 0.019809772
## 7 1.281310e-02 0.026403612 0.037637801 0.0222197439 0.028651075
## 8 1.259166e-02 0.011270142 0.009007826 0.0210301845 0.009541089
## 9 3.737604e-02 0.029610708 0.022473493 0.0119503698 0.014034093
## 10 3.075458e-02 0.005755969 0.013616821 0.0024203886 0.033602308
## 11 9.352064e-03 0.007566880 0.011437563 0.0120367742 0.006492552
## 12 9.395336e-03 0.029620606 0.022506086 0.0305448728 0.014206848
## 13 1.338399e-02 0.012185373 0.002579359 0.0008305934 0.026972033
## 14 2.275990e-03 0.017123965 0.005482647 0.0058795476 0.010451118
## 15 3.291344e-03 0.036081187 0.022488120 0.0189197227 0.011820382
## 16 4.570281e-02 0.012520540 0.005576673 0.0014952977 0.014862776
## 17 1.941683e-02 0.039566429 0.034915387 0.0136972845 0.001255224
## 18 1.527903e-02 0.011884667 0.004470544 0.0121759984 0.024553718
## 19 4.627692e-03 0.009859608 0.008355508 0.0065518197 0.011209321
## 20 1.496784e-02 0.012278341 0.021873948 0.0014018943 0.008686369
## 21 1.015209e-02 0.022615270 0.016462858 0.0197272744 0.016701146
## PC23.33 PC24.33 PC25.33 PC26.33 PC27.33
## 1 0.018692916 0.0170201715 0.024600503 0.011766409 0.007402011
## 2 0.005442440 0.0288479627 0.016647952 0.004553920 0.002824760
## 3 0.004628736 0.0008539759 0.012126911 0.003731927 0.034263125
## 4 0.022086453 0.0111435918 0.017030585 0.013441267 0.028583655
## 5 0.011143376 0.0039617487 0.019214883 0.015449554 0.001235330
## 6 0.030475818 0.0093538918 0.016590496 0.005118102 0.006343802
## 7 0.006057446 0.0031096402 0.014194822 0.017184226 0.007296346
## 8 0.008640952 0.0082648374 0.002500797 0.018053526 0.011820683
## 9 0.007340199 0.0269439299 0.002960252 0.017200132 0.027199242
## 10 0.001343530 0.0375909646 0.000951984 0.017374584 0.022091746
## 11 0.025090979 0.0076141741 0.010842788 0.007009874 0.027882938
## 12 0.006273583 0.0063630024 0.010678331 0.044790612 0.002534821
## 13 0.015983431 0.0205031336 0.001598078 0.027656492 0.015701324
## 14 0.015724566 0.0164435018 0.010120416 0.008501193 0.002377932
## 15 0.004909622 0.0191033895 0.021451875 0.014102336 0.042569943
## 16 0.025206946 0.0034863291 0.006757897 0.015114218 0.007009808
## 17 0.001497869 0.0160532210 0.017388394 0.019136366 0.026784552
## 18 0.012114720 0.0094417861 0.005294958 0.002012743 0.013727667
## 19 0.006532386 0.0153950713 0.014338033 0.013404488 0.016906016
## 20 0.006160452 0.0091902405 0.013274796 0.023506191 0.030570803
## 21 0.009703993 0.0031659007 0.028178329 0.015454890 0.004233637
## PC28.33 PC29.33 PC30.33 PC31.33 PC32.33
## 1 0.0202215632 0.0216256132 0.004257236 0.024724147 0.0107931755
## 2 0.0023690702 0.0153930982 0.031319314 0.008064735 0.0274023880
## 3 0.0073784583 0.0115641384 0.016306145 0.004191767 0.0222702856
## 4 0.0224131810 0.0151838143 0.039467916 0.018539128 0.0267766508
## 5 0.0051601802 0.0005887637 0.013761298 0.001719340 0.0151304423
## 6 0.0086232152 0.0068231992 0.008979528 0.005485493 0.0129087503
## 7 0.0118451590 0.0093984659 0.009063479 0.027537548 0.0047151030
## 8 0.0116804969 0.0186431509 0.007750826 0.009362498 0.0064832838
## 9 0.0127030288 0.0164621682 0.029320502 0.010651582 0.0200756744
## 10 0.0009106448 0.0063290486 0.026291000 0.003132633 0.0247618602
## 11 0.0084579786 0.0042752736 0.014400389 0.003058439 0.0104223994
## 12 0.0051737310 0.0222391104 0.015189626 0.025997518 0.0002837276
## 13 0.0147401607 0.0144482302 0.005287862 0.019011726 0.0196204973
## 14 0.0016878406 0.0104800725 0.002272414 0.014119625 0.0026422574
## 15 0.0387244870 0.0198672945 0.025893148 0.016602222 0.0197211485
## 16 0.0406683788 0.0110291989 0.033659846 0.012925584 0.0033227582
## 17 0.0138769636 0.0004192801 0.018859996 0.018102852 0.0031879592
## 18 0.0255845394 0.0110504073 0.048402872 0.017759978 0.0145140855
## 19 0.0079974356 0.0107434404 0.012143080 0.017783776 0.0043349495
## 20 0.0230332210 0.0311965366 0.015108464 0.037636745 0.0208240629
## 21 0.0166195309 0.0044553004 0.001266608 0.031534574 0.0149182965
## PC33.33 PC34.33 PC35.33 PC36.33 PC37.33
## 1 0.0221986133 0.04635955 0.0191663483 0.0043878701 0.007129389
## 2 0.0063193302 0.04506004 0.0128065007 0.0136857294 0.026586491
## 3 0.0105086022 0.04434201 0.0046101654 0.0339489855 0.007963357
## 4 0.0002151087 0.03622800 0.0078566999 0.0121603470 0.007200006
## 5 0.0205969389 0.03375354 0.0065986933 0.0231761074 0.048080238
## 6 0.0037075278 0.03324219 0.0015670642 0.0282139147 0.025684928
## 7 0.0247158818 0.03114100 0.0041845470 0.0156696641 0.032762084
## 8 0.0417843271 0.02860560 0.0093387294 0.0342467151 0.010044104
## 9 0.0031951368 0.02704700 0.0074471883 0.0006196092 0.014537090
## 10 0.0039000671 0.02704128 0.0123699380 0.0165961763 0.009117328
## 11 0.0116722419 0.02651067 0.0001300507 0.0090120708 0.008536677
## 12 0.0198939309 0.02645551 0.0321950263 0.0066077647 0.000581169
## 13 0.0170805627 0.02586375 0.0141000947 0.0142767216 0.007266692
## 14 0.0049178259 0.02563507 0.0068490682 0.0062674117 0.028661939
## 15 0.0102347161 0.02551294 0.0156989112 0.0060653835 0.015816652
## 16 0.0130393617 0.02400644 0.0373494506 0.0023045681 0.021391443
## 17 0.0134600899 0.02320134 0.0201872659 0.0105016730 0.003822905
## 18 0.0042574736 0.02303230 0.0042287075 0.0139193464 0.006060915
## 19 0.0704368575 0.02222089 0.0302436071 0.0059974433 0.004252089
## 20 0.0172165126 0.02088033 0.0179564765 0.0231480447 0.034225183
## 21 0.0186299837 0.01863263 0.0103503177 0.0350654458 0.030096368
## PC38.33 PC39.33 PC40.33 PC41.33 PC42.33
## 1 0.007958182 2.601923e-03 1.744477e-03 7.651826e-03 0.030307288
## 2 0.017914765 2.335241e-02 1.025992e-02 9.712448e-03 0.028710385
## 3 0.061328798 1.922737e-02 1.045735e-03 3.749740e-02 0.010325309
## 4 0.005457971 1.510443e-02 1.828316e-03 1.080415e-02 0.001024008
## 5 0.019885236 4.167164e-03 1.610367e-02 2.694603e-02 0.037639379
## 6 0.015024316 1.154034e-02 1.881309e-02 8.162331e-05 0.003426589
## 7 0.025308741 1.033117e-02 2.441338e-02 1.098049e-02 0.006851093
## 8 0.002584070 1.098832e-02 9.693223e-03 1.664219e-03 0.005344702
## 9 0.007350681 3.993789e-02 1.928240e-03 4.918339e-03 0.001712606
## 10 0.007285253 1.032338e-02 2.130563e-02 1.723829e-03 0.040306414
## 11 0.006155270 2.261321e-02 3.252681e-03 1.157027e-02 0.034831942
## 12 0.002713510 2.376273e-02 6.807845e-03 2.964824e-02 0.010033015
## 13 0.014308223 3.088293e-03 5.811366e-04 1.472616e-02 0.004452173
## 14 0.027859224 1.389712e-02 6.909191e-03 5.362196e-02 0.009034944
## 15 0.009181122 9.519722e-03 5.606699e-03 2.322842e-04 0.004477409
## 16 0.002080026 3.988448e-02 5.108845e-03 1.952895e-02 0.037296020
## 17 0.006886882 1.398079e-02 3.124790e-02 1.924501e-02 0.006949625
## 18 0.021004263 6.512379e-06 5.594068e-03 1.247736e-02 0.009094251
## 19 0.003650099 8.797659e-04 1.661383e-02 1.351956e-02 0.021827423
## 20 0.001936499 2.253919e-02 1.376366e-02 1.823445e-02 0.023948767
## 21 0.019489996 7.544927e-03 7.898263e-05 8.608210e-03 0.004897263
## PC43.33 PC44.33 PC45.33 PC46.33 PC47.33
## 1 0.025638410 0.006215405 0.008202022 0.020747391 0.0011228177
## 2 0.006222037 0.006297690 0.001009946 0.001334873 0.0175861587
## 3 0.001054353 0.012724114 0.010492302 0.023839808 0.0096537014
## 4 0.009068592 0.012222824 0.018216667 0.026113945 0.0105872301
## 5 0.023721813 0.016684992 0.019832347 0.010580637 0.0096893428
## 6 0.009059190 0.003960035 0.010282711 0.022720178 0.0149340891
## 7 0.007730266 0.016679772 0.025977623 0.014454409 0.0243760704
## 8 0.005115243 0.004704709 0.024797152 0.025504651 0.0259938695
## 9 0.002421392 0.028166659 0.010476676 0.015160754 0.0024067526
## 10 0.036568891 0.009825516 0.005306105 0.019153358 0.0144368687
## 11 0.017869632 0.015054485 0.031944262 0.006517117 0.0140224444
## 12 0.015526534 0.011940985 0.006457963 0.017285922 0.0134724086
## 13 0.022892589 0.026131958 0.023149709 0.021352170 0.0004494576
## 14 0.015147490 0.027117177 0.017325175 0.001834548 0.0229462697
## 15 0.025925866 0.010752378 0.004458127 0.030363916 0.0135859381
## 16 0.002483246 0.022276022 0.016185542 0.001550490 0.0049013286
## 17 0.037512499 0.005468838 0.002573854 0.004765132 0.0004688775
## 18 0.003859800 0.022452274 0.030398674 0.014451516 0.0233502572
## 19 0.005071890 0.008376436 0.004084068 0.007130567 0.0235435253
## 20 0.008844516 0.017324525 0.004533967 0.007415926 0.0042818520
## 21 0.031992737 0.000470291 0.016489206 0.011233530 0.0156594331
## PC48.33 PC49.33 PC50.33 PC51.33 PC52.33
## 1 0.003687112 0.001709257 0.0062403701 0.0290759161 0.002930999
## 2 0.017434662 0.037671790 0.0145545413 0.0127903893 0.006595781
## 3 0.015791203 0.035916739 0.0198680931 0.0010542637 0.003602526
## 4 0.005668942 0.044523392 0.0329795439 0.0059094333 0.011698836
## 5 0.012353149 0.013607762 0.0082460644 0.0055778764 0.022300422
## 6 0.002508383 0.027603506 0.0123742531 0.0049943191 0.021026577
## 7 0.010841817 0.013645142 0.0003401361 0.0028951549 0.006215324
## 8 0.002408479 0.005842586 0.0050285835 0.0141104814 0.007149243
## 9 0.047691461 0.014883303 0.0080353999 0.0006677501 0.022416943
## 10 0.022756666 0.015081237 0.0012942469 0.0143063583 0.004316882
## 11 0.006928971 0.011638277 0.0173617651 0.0058930527 0.009767312
## 12 0.017259537 0.001264596 0.0223537131 0.0074320911 0.015030708
## 13 0.012716111 0.019931017 0.0288598698 0.0117085853 0.023421432
## 14 0.014427919 0.019484799 0.0339813028 0.0079120422 0.010260133
## 15 0.019623754 0.009611119 0.0163555965 0.0039280288 0.005412476
## 16 0.034346650 0.011585849 0.0113383049 0.0108721330 0.003786968
## 17 0.006352392 0.005535342 0.0028123314 0.0091977040 0.032923408
## 18 0.004104485 0.001196755 0.0170451125 0.0465006563 0.001842569
## 19 0.013181214 0.004030878 0.0189340516 0.0300586945 0.026442880
## 20 0.019116447 0.005849950 0.0165306837 0.0379471377 0.008881274
## 21 0.007727190 0.017799228 0.0147265770 0.0080287803 0.020504678
## PC53.33 PC54.33 PC55.33 PC56.33 PC57.33
## 1 0.037960831 0.0320571934 0.0027015202 0.0086863854 0.0256685339
## 2 0.003618429 0.0276847937 0.0073353538 0.0172721071 0.0114711009
## 3 0.006753248 0.0206846249 0.0229972681 0.0081600580 0.0154399341
## 4 0.001464765 0.0149514301 0.0268340642 0.0015088859 0.0277757771
## 5 0.009894996 0.0021540562 0.0228900802 0.0066379636 0.0150600203
## 6 0.021806343 0.0229360323 0.0016926755 0.0483129522 0.0101841356
## 7 0.008914907 0.0007387733 0.0192628629 0.0002334902 0.0077719619
## 8 0.035601082 0.0356283377 0.0108775144 0.0106730363 0.0015997096
## 9 0.004682859 0.0098045072 0.0003477724 0.0338410841 0.0067994928
## 10 0.017818638 0.0018797221 0.0209410722 0.0125424399 0.0097112722
## 11 0.024314447 0.0171445546 0.0324275632 0.0196462852 0.0158506812
## 12 0.007303563 0.0042939071 0.0346327047 0.0038938297 0.0060888693
## 13 0.021575074 0.0161880548 0.0085273782 0.0168627412 0.0152541505
## 14 0.022498966 0.0009282111 0.0083899575 0.0149906316 0.0172954496
## 15 0.012177019 0.0186518929 0.0167067128 0.0302823006 0.0006870612
## 16 0.011492379 0.0255463749 0.0322956348 0.0087096612 0.0147262760
## 17 0.011659071 0.0232261491 0.0259331015 0.0181915709 0.0199952455
## 18 0.033400561 0.0222085762 0.0150609786 0.0266252000 0.0216577643
## 19 0.005276200 0.0181709192 0.0093481064 0.0129663081 0.0251931664
## 20 0.003507931 0.0166824679 0.0104525930 0.0340629232 0.0041799317
## 21 0.009120534 0.0252850929 0.0214486162 0.0049754763 0.0176453904
## PC58.33 PC59.33 PC60.33 PC61.33 PC62.33
## 1 0.0128126667 0.011430421 0.0201215702 0.0158693475 0.0223570487
## 2 0.0333398061 0.020692130 0.0047223287 0.0336465824 0.0271619573
## 3 0.0257238149 0.003237870 0.0172457701 0.0058994604 0.0034621306
## 4 0.0078703641 0.001446175 0.0207702826 0.0230941586 0.0061651173
## 5 0.0125730627 0.007086312 0.0161317622 0.0218361152 0.0191882290
## 6 0.0078136921 0.002190757 0.0009684508 0.0298568958 0.0059643847
## 7 0.0120318199 0.037031935 0.0154130219 0.0152383027 0.0177678492
## 8 0.0075136757 0.015502514 0.0527958195 0.0028280140 0.0250566772
## 9 0.0045794819 0.003592954 0.0021104248 0.0116719379 0.0065130007
## 10 0.0167199056 0.009112724 0.0060728563 0.0128142476 0.0651074273
## 11 0.0009472866 0.014292480 0.0142052170 0.0054475466 0.0475253117
## 12 0.0330127589 0.014603257 0.0035787723 0.0378627010 0.0005669022
## 13 0.0143262533 0.021239601 0.0250836070 0.0276943342 0.0365043274
## 14 0.0396379065 0.024000690 0.0191659143 0.0162601209 0.0086813661
## 15 0.0012665386 0.026581058 0.0006534196 0.0046067164 0.0382235860
## 16 0.0089823566 0.011496998 0.0088015811 0.0178971176 0.0152850436
## 17 0.0091488981 0.010880241 0.0258148884 0.0165878861 0.0295861388
## 18 0.0094062669 0.006408813 0.0035529432 0.0265464184 0.0230594742
## 19 0.0409487207 0.005710270 0.0243726948 0.0042315599 0.0142867096
## 20 0.0322035596 0.011445584 0.0176314357 0.0009550841 0.0039387227
## 21 0.0127410397 0.001824518 0.0124205041 0.0189889279 0.0200988905
## PC63.33 PC64.33 PC65.33 PC66.33 PC67.33
## 1 0.0121435390 0.041621206 0.023021525 0.015915069 0.0027208380
## 2 0.0361192561 0.007747277 0.036263775 0.007197739 0.0291187126
## 3 0.0028544941 0.011915945 0.002351855 0.013604002 0.0086215364
## 4 0.0164314454 0.001978449 0.007478598 0.013902288 0.0025452102
## 5 0.0030040760 0.011961861 0.022211332 0.029049346 0.0137841742
## 6 0.0137784153 0.034963448 0.019003963 0.003949686 0.0049023949
## 7 0.0175807696 0.007288366 0.010291958 0.008172666 0.0066902351
## 8 0.0156874181 0.014973056 0.010184212 0.023423474 0.0079418362
## 9 0.0164574792 0.022660626 0.016685677 0.023528320 0.0312086770
## 10 0.0011954156 0.003406035 0.008064042 0.007152437 0.0099763824
## 11 0.0277471992 0.024027481 0.015129212 0.001768470 0.0008809235
## 12 0.0102937100 0.025733704 0.008161305 0.009185125 0.0072343224
## 13 0.0112626275 0.010681433 0.015222391 0.005009302 0.0384021278
## 14 0.0212797735 0.020717742 0.001980126 0.009463586 0.0097470611
## 15 0.0347435548 0.007743510 0.010017683 0.016299461 0.0134663403
## 16 0.0033183099 0.009322030 0.008236429 0.010521834 0.0120634646
## 17 0.0189217779 0.008656275 0.011889431 0.013859452 0.0269761205
## 18 0.0205841234 0.007986115 0.020139894 0.022269664 0.0301882735
## 19 0.0118479917 0.023330197 0.032127426 0.006111559 0.0040435596
## 20 0.0009389781 0.002068094 0.026523212 0.032522131 0.0089167304
## 21 0.0198613772 0.007043577 0.028285048 0.041175149 0.0113106749
## PC68.33 programN.34 PC1.34
## 1 0.0199583902 Learning.Analytics 5.645955e-03
## 2 0.0001917411 Measurement..Evaluation.and.Statistics 6.434911e-03
## 3 0.0140855684 Adult.Education 2.842413e-02
## 4 0.0168560548 Communication.Media.and.Learning.Technologies 7.531615e-03
## 5 0.0285520058 Diabetes.Education 1.346140e-03
## 6 0.0015280487 Physical.Education 5.059954e-05
## 7 0.0290887373 Higher.and.Postsecondary.Education 7.527071e-03
## 8 0.0196420568 Clinical.Psychology 2.220278e-02
## 9 0.0180189870 Spirituality.Mind.Body 1.896285e-02
## 10 0.0225654471 Dance.Education 3.061861e-03
## 11 0.0202401258 Counseling.Psychology 1.232537e-02
## 12 0.0099774894 Arts.Administration 3.079837e-02
## 13 0.0192793011 Creative.Technologies 6.303883e-03
## 14 0.0017762703 Gifted.Education 9.288762e-03
## 15 0.0261225260 Nutrition 1.309656e-02
## 16 0.0051062697 Philosophy 7.190035e-03
## 17 0.0012410059 Reading 2.044067e-02
## 18 0.0013267173 Sociology 2.158233e-02
## 19 0.0253828798 Sexuality..Women.and.Gender.in.Psychology 2.166156e-02
## 20 0.0119576270 Psychological.Counseling 5.675797e-03
## 21 0.0273981855 Physiology 1.457407e-02
## PC2.34 PC3.34 PC4.34 PC5.34 PC6.34
## 1 0.002782266 0.048876967 0.006597359 1.854961e-03 0.0256304790
## 2 0.001654446 0.043261757 0.009064714 5.170621e-03 0.0293884964
## 3 0.013389713 0.001175350 0.009488296 2.001121e-02 0.0262821686
## 4 0.001195994 0.035933133 0.004544931 1.364647e-02 0.0006050177
## 5 0.029004561 0.005005117 0.002000111 3.031366e-03 0.0193392395
## 6 0.029865684 0.017298115 0.006940586 5.902268e-05 0.0010439017
## 7 0.011385278 0.013045967 0.004600435 3.082268e-02 0.0402722606
## 8 0.037195249 0.003162028 0.001190155 4.759591e-03 0.0145551406
## 9 0.025446601 0.004763696 0.001337290 2.704933e-02 0.0153863042
## 10 0.002731713 0.023564074 0.013916617 2.993315e-02 0.0161084934
## 11 0.029778751 0.008838175 0.012944995 2.828953e-02 0.0179568214
## 12 0.007006109 0.024749441 0.006416754 2.809094e-02 0.0099180873
## 13 0.009043693 0.038537829 0.017902383 4.379405e-03 0.0164805896
## 14 0.004412504 0.018760013 0.017369485 2.369249e-02 0.0027821733
## 15 0.017259920 0.016846899 0.002510452 3.856389e-03 0.0235834428
## 16 0.005726372 0.001560184 0.009214838 2.163855e-02 0.0219661202
## 17 0.001183486 0.007979803 0.015076671 2.844347e-02 0.0131204338
## 18 0.024251895 0.004533430 0.027895217 2.804944e-03 0.0061365878
## 19 0.026960344 0.003963723 0.012604293 2.323197e-02 0.0241148815
## 20 0.030173588 0.013259392 0.027190710 2.309283e-02 0.0185385286
## 21 0.036751371 0.003796706 0.019235619 5.857138e-03 0.0047655130
## PC7.34 PC8.34 PC9.34 PC10.34 PC11.34
## 1 0.023308238 0.0235058202 0.009432336 0.0153262453 0.0198626538
## 2 0.020607083 0.0014070944 0.017986220 0.0238703915 0.0130058611
## 3 0.020197883 0.0135619588 0.001392056 0.0118614379 0.0058608203
## 4 0.020911510 0.0393046696 0.008235191 0.0295657210 0.0242623261
## 5 0.020485282 0.0343656446 0.025550739 0.0083823655 0.0020275950
## 6 0.010912656 0.0181621668 0.021004884 0.0132190247 0.0027637630
## 7 0.018306981 0.0123599959 0.025183963 0.0162809823 0.0088637080
## 8 0.020461037 0.0096703098 0.007534750 0.0044329389 0.0003156260
## 9 0.019875643 0.0018854097 0.031791399 0.0086626499 0.0006241734
## 10 0.047410204 0.0171934839 0.002415794 0.0234615127 0.0154751033
## 11 0.022942736 0.0058531308 0.013784837 0.0033630092 0.0148763008
## 12 0.005405654 0.0080879877 0.015575526 0.0017274695 0.0087334005
## 13 0.015249997 0.0294834356 0.010511664 0.0101118600 0.0151849878
## 14 0.045686018 0.0320883183 0.016162825 0.0040634158 0.0056499626
## 15 0.001032978 0.0009109188 0.045414953 0.0028813655 0.0395301337
## 16 0.001496165 0.0073674683 0.001982901 0.0622735221 0.0023984376
## 17 0.002924724 0.0232753503 0.004192322 0.0131786178 0.0151928942
## 18 0.011291739 0.0070614680 0.001296332 0.0150742112 0.0262233891
## 19 0.016476556 0.0133393896 0.020629130 0.0133064824 0.0280992606
## 20 0.001151043 0.0006924103 0.017994401 0.0007766548 0.0227095128
## 21 0.008507044 0.0121030646 0.013003430 0.0099895795 0.0350039915
## PC12.34 PC13.34 PC14.34 PC15.34 PC16.34
## 1 0.011695803 0.0341390013 5.865174e-04 0.0127348428 0.009187963
## 2 0.025791954 0.0303641121 1.805421e-02 0.0080457885 0.011166111
## 3 0.004401913 0.0027171270 1.919243e-02 0.0213545867 0.020422979
## 4 0.029330227 0.0035438972 2.991531e-02 0.0206808745 0.016643685
## 5 0.001307258 0.0224833564 1.161929e-04 0.0249082768 0.011650159
## 6 0.018258991 0.0120707436 1.022977e-02 0.0073438464 0.033150723
## 7 0.024975287 0.0073904401 6.721013e-03 0.0006386207 0.024005827
## 8 0.021808217 0.0003086636 6.200889e-03 0.0038287891 0.004582990
## 9 0.003869211 0.0037619987 3.345704e-02 0.0048381914 0.010811923
## 10 0.013925381 0.0227163619 3.526774e-03 0.0012952068 0.001816857
## 11 0.013181806 0.0017390673 3.268060e-03 0.0377580394 0.011238361
## 12 0.008750914 0.0006597047 3.852231e-03 0.0112515795 0.012968430
## 13 0.004083316 0.0175345238 8.110235e-05 0.0111792907 0.025003269
## 14 0.033897016 0.0208054594 1.580501e-02 0.0093776443 0.004570248
## 15 0.019583909 0.0253531468 8.009822e-03 0.0134819521 0.005945587
## 16 0.027856695 0.0270965984 4.783504e-02 0.0050924287 0.001859075
## 17 0.032431938 0.0292802971 1.919035e-03 0.0107043676 0.006045508
## 18 0.008732706 0.0003873450 2.056018e-02 0.0091526378 0.008549125
## 19 0.013508356 0.0095990422 2.827734e-03 0.0241542699 0.003440244
## 20 0.005072075 0.0051420483 2.445789e-02 0.0078050072 0.011878138
## 21 0.016826299 0.0110960670 1.699382e-04 0.0058982743 0.018227567
## PC17.34 PC18.34 PC19.34 PC20.34 PC21.34
## 1 0.006104914 0.0107903838 0.0004799608 0.019093037 0.0042711709
## 2 0.007581383 0.0310925126 0.0096051825 0.016777008 0.0028087050
## 3 0.010203194 0.0001088556 0.0210826317 0.018696905 0.0204459493
## 4 0.014097015 0.0008651406 0.0035685196 0.012691021 0.0029085738
## 5 0.004988348 0.0457028055 0.0125205399 0.005576673 0.0014952977
## 6 0.036277808 0.0156848230 0.0147287412 0.036556839 0.0342972096
## 7 0.007888218 0.0093953359 0.0296206063 0.022506086 0.0305448728
## 8 0.040696136 0.0046276920 0.0098596078 0.008355508 0.0065518197
## 9 0.005626542 0.0253745261 0.0283564592 0.001906876 0.0137954478
## 10 0.037507048 0.0167054934 0.0192914142 0.024974276 0.0040991257
## 11 0.010338284 0.0120111436 0.0088662990 0.016796180 0.0370311571
## 12 0.003932161 0.0203053583 0.0106548427 0.032358351 0.0205976022
## 13 0.015750499 0.0078265585 0.0276004636 0.025465545 0.0238319011
## 14 0.025227145 0.0140183587 0.0131883277 0.001946306 0.0109215036
## 15 0.019876589 0.0047318980 0.0045731532 0.006173864 0.0056299816
## 16 0.010363966 0.0248252745 0.0126087472 0.010017276 0.0001345493
## 17 0.036086149 0.0194168319 0.0395664288 0.034915387 0.0136972845
## 18 0.007730911 0.0332793784 0.0387235928 0.003486161 0.0240717349
## 19 0.004158080 0.0130532772 0.0139754359 0.017997007 0.0094939382
## 20 0.017712204 0.0292384912 0.0198159657 0.013080943 0.0434413242
## 21 0.009026677 0.0149678383 0.0122783413 0.021873948 0.0014018943
## PC22.34 PC23.34 PC24.34 PC25.34 PC26.34
## 1 0.001858745 0.0279080183 0.0142569460 0.0141646230 0.0119053616
## 2 0.006291520 0.0112868795 0.0152568543 0.0015038946 0.0068199875
## 3 0.020782721 0.0250260819 0.0008077446 0.0298119762 0.0027380049
## 4 0.003609686 0.0331891998 0.0045110901 0.0005069328 0.0003158871
## 5 0.014862776 0.0252069458 0.0034863291 0.0067578970 0.0151142179
## 6 0.007944695 0.0056264142 0.0097381422 0.0145093442 0.0240809358
## 7 0.014206848 0.0062735829 0.0063630024 0.0106783307 0.0447906120
## 8 0.011209321 0.0065323858 0.0153950713 0.0143380328 0.0134044875
## 9 0.002079064 0.0175142368 0.0142397749 0.0143823355 0.0161572906
## 10 0.025857755 0.0180956248 0.0068183260 0.0034363369 0.0168799970
## 11 0.025098705 0.0090361245 0.0207327968 0.0081208613 0.0096967822
## 12 0.001381994 0.0161133976 0.0239016203 0.0232217659 0.0285089308
## 13 0.011528952 0.0006137766 0.0009855782 0.0530934386 0.0100751146
## 14 0.004619819 0.0074840154 0.0051305775 0.0377828691 0.0236583913
## 15 0.027987748 0.0083179536 0.0115328840 0.0056323336 0.0261333384
## 16 0.008186898 0.0252781095 0.0248918791 0.0142626029 0.0030453208
## 17 0.001255224 0.0014978695 0.0160532210 0.0173883937 0.0191363660
## 18 0.023357398 0.0146476061 0.0371095575 0.0005793825 0.0058538135
## 19 0.004287865 0.0186929163 0.0170201715 0.0246005033 0.0117664090
## 20 0.002273451 0.0082321613 0.0044123689 0.0027872215 0.0066630964
## 21 0.008686369 0.0061604518 0.0091902405 0.0132747965 0.0235061914
## PC27.34 PC28.34 PC29.34 PC30.34 PC31.34
## 1 0.000689891 0.001272501 0.0026020799 0.0051363451 0.016745255
## 2 0.011248786 0.015458220 0.0062046542 0.0472040901 0.001692669
## 3 0.011030234 0.034636653 0.0091808504 0.0396765815 0.008333490
## 4 0.016106481 0.031053245 0.0217171510 0.0024430145 0.037442747
## 5 0.007009808 0.040668379 0.0110291989 0.0336598463 0.012925584
## 6 0.028588230 0.001708984 0.0387143272 0.0025221817 0.027401376
## 7 0.002534821 0.005173731 0.0222391104 0.0151896259 0.025997518
## 8 0.016906016 0.007997436 0.0107434404 0.0121430804 0.017783776
## 9 0.045126385 0.004744344 0.0131365729 0.0082984556 0.012642267
## 10 0.007594187 0.006509377 0.0030711560 0.0108245315 0.005945130
## 11 0.008100478 0.011410770 0.0061351084 0.0024903267 0.054161838
## 12 0.004575269 0.017818209 0.0342700445 0.0161297440 0.015579713
## 13 0.027294153 0.033422939 0.0053218395 0.0192456939 0.020241797
## 14 0.023583957 0.012826728 0.0068408549 0.0035965995 0.008247822
## 15 0.024874627 0.006575149 0.0578909358 0.0055779811 0.029615790
## 16 0.002932434 0.018040424 0.0034814060 0.0072950828 0.001202209
## 17 0.026784552 0.013876964 0.0004192801 0.0188599964 0.018102852
## 18 0.011773129 0.013928053 0.0144149003 0.0350874878 0.006263718
## 19 0.007402011 0.020221563 0.0216256132 0.0042572359 0.024724147
## 20 0.014710568 0.030881220 0.0103775123 0.0001298397 0.008169168
## 21 0.030570803 0.023033221 0.0311965366 0.0151084641 0.037636745
## PC32.34 PC33.34 PC34.34 PC35.34 PC36.34
## 1 0.0203302489 0.0157160560 0.0116936591 0.04486197 0.0009660533
## 2 0.0084589638 0.0170221307 0.0009184801 0.03799113 0.0038771189
## 3 0.0097243273 0.0042953455 0.0115100049 0.03794415 0.0197211996
## 4 0.0005015064 0.0002309027 0.0030895186 0.03739226 0.0153658244
## 5 0.0033227582 0.0130393617 0.0240064361 0.03734945 0.0023045681
## 6 0.0120772967 0.0361447601 0.0127511831 0.03273204 0.0259345815
## 7 0.0002837276 0.0198939309 0.0264555110 0.03219503 0.0066077647
## 8 0.0043349495 0.0704368575 0.0222208884 0.03024361 0.0059974433
## 9 0.0236805934 0.0518837932 0.0002319862 0.02994251 0.0122148906
## 10 0.0146436133 0.0189418102 0.0081385843 0.02879508 0.0045657375
## 11 0.0167544069 0.0067040547 0.0099485392 0.02601605 0.0019132916
## 12 0.0014454672 0.0009011486 0.0091688055 0.02445456 0.0267714902
## 13 0.0150279708 0.0112140731 0.0027082578 0.02369534 0.0131949955
## 14 0.0032412624 0.0084695108 0.0127960320 0.02274663 0.0339598834
## 15 0.0002693448 0.0026487843 0.0132779417 0.02257699 0.0112828676
## 16 0.0218181559 0.0087272487 0.0107511727 0.02148469 0.0329686349
## 17 0.0031879592 0.0134600899 0.0232013411 0.02018727 0.0105016730
## 18 0.0070412983 0.0078761134 0.0145056557 0.01984781 0.0206857688
## 19 0.0107931755 0.0221986133 0.0463595486 0.01916635 0.0043878701
## 20 0.0184546139 0.0295608177 0.0123647695 0.01879802 0.0028557961
## 21 0.0208240629 0.0172165126 0.0208803279 0.01795648 0.0231480447
## PC37.34 PC38.34 PC39.34 PC40.34 PC41.34
## 1 2.204138e-03 0.010954433 0.0048911315 3.438280e-02 0.0154280191
## 2 3.792085e-02 0.010920916 0.0168818969 7.955152e-03 0.0098911955
## 3 4.944944e-02 0.009883776 0.0165194707 1.254353e-02 0.0051769218
## 4 1.088287e-03 0.002571623 0.0017424902 8.616916e-04 0.0254261950
## 5 2.139144e-02 0.002080026 0.0398844841 5.108845e-03 0.0195289500
## 6 3.147825e-05 0.007395560 0.0015385472 2.423194e-02 0.0003123014
## 7 5.811690e-04 0.002713510 0.0237627252 6.807845e-03 0.0296482438
## 8 4.252089e-03 0.003650099 0.0008797659 1.661383e-02 0.0135195634
## 9 1.417303e-03 0.017385192 0.0113039982 1.164110e-02 0.0060576186
## 10 7.414103e-03 0.002471392 0.0152522862 1.678320e-02 0.0030798125
## 11 9.117208e-04 0.018358323 0.0011205325 1.763951e-02 0.0054284761
## 12 1.028535e-02 0.043045569 0.0119045030 6.646896e-03 0.0104571448
## 13 1.271049e-02 0.025403862 0.0276109560 1.491221e-02 0.0065517306
## 14 1.910361e-02 0.021678306 0.0317763927 2.223649e-02 0.0277909454
## 15 1.471242e-04 0.005862358 0.0174657127 2.279764e-02 0.0293710617
## 16 1.006621e-02 0.010748328 0.0483936505 7.555933e-03 0.0096766400
## 17 3.822905e-03 0.006886882 0.0139807889 3.124790e-02 0.0192450057
## 18 4.349501e-02 0.007439036 0.0195588295 2.239831e-02 0.0084675249
## 19 7.129389e-03 0.007958182 0.0026019229 1.744477e-03 0.0076518257
## 20 2.867904e-02 0.019406810 0.0047176094 8.846041e-05 0.0345643829
## 21 3.422518e-02 0.001936499 0.0225391866 1.376366e-02 0.0182344464
## PC42.34 PC43.34 PC44.34 PC45.34 PC46.34
## 1 0.0007578696 0.031790385 0.0127900286 0.018912153 2.432678e-02
## 2 0.0200660088 0.013458194 0.0186957270 0.006630258 1.051833e-02
## 3 0.0128414968 0.027387216 0.0047822940 0.013696443 1.102810e-02
## 4 0.0170409778 0.014841274 0.0101314409 0.008893756 2.071444e-02
## 5 0.0372960202 0.002483246 0.0222760224 0.016185542 1.550490e-03
## 6 0.0046483661 0.013441862 0.0123416608 0.035422006 2.421951e-03
## 7 0.0100330149 0.015526534 0.0119409846 0.006457963 1.728592e-02
## 8 0.0218274232 0.005071890 0.0083764360 0.004084068 7.130567e-03
## 9 0.0130603861 0.012726169 0.0013319924 0.018793499 6.022074e-03
## 10 0.0309669190 0.015924592 0.0163349267 0.041307348 1.012693e-02
## 11 0.0124569393 0.001661266 0.0185446976 0.010357523 3.246706e-02
## 12 0.0032790427 0.012522541 0.0124287559 0.036131628 8.812361e-03
## 13 0.0280165217 0.009297284 0.0235046652 0.020137958 2.228623e-02
## 14 0.0206563328 0.020324925 0.0002421774 0.010535776 2.598531e-02
## 15 0.0080766268 0.008436541 0.0013950552 0.001118995 7.033337e-05
## 16 0.0153248634 0.017100043 0.0142447850 0.007544264 6.735028e-03
## 17 0.0069496249 0.037512499 0.0054688382 0.002573854 4.765132e-03
## 18 0.0329012285 0.013574254 0.0064833617 0.017747768 8.612097e-03
## 19 0.0303072881 0.025638410 0.0062154054 0.008202022 2.074739e-02
## 20 0.0183645191 0.007491548 0.0551015080 0.014123210 4.329316e-02
## 21 0.0239487675 0.008844516 0.0173245255 0.004533967 7.415926e-03
## PC47.34 PC48.34 PC49.34 PC50.34 PC51.34
## 1 5.700495e-03 2.119443e-03 0.007807132 0.025720018 0.0118096775
## 2 1.027532e-02 8.846563e-03 0.020997691 0.015867168 0.0078240958
## 3 1.484685e-02 4.276145e-04 0.005165856 0.014857729 0.0257723443
## 4 5.529082e-03 3.238020e-02 0.016529460 0.027753760 0.0032255325
## 5 4.901329e-03 3.434665e-02 0.011585849 0.011338305 0.0108721330
## 6 3.000743e-05 5.979111e-03 0.003630809 0.040783166 0.0153592575
## 7 1.347241e-02 1.725954e-02 0.001264596 0.022353713 0.0074320911
## 8 2.354353e-02 1.318121e-02 0.004030878 0.018934052 0.0300586945
## 9 8.953379e-03 7.408922e-03 0.010716036 0.006469793 0.0045931275
## 10 1.643022e-02 1.927233e-02 0.014679402 0.001435894 0.0284263899
## 11 3.999521e-03 6.027365e-03 0.001924934 0.018825350 0.0081814114
## 12 1.629688e-02 8.809708e-05 0.040440421 0.045064161 0.0017047447
## 13 8.961923e-03 1.081907e-02 0.023067268 0.002541055 0.0068262164
## 14 1.102959e-02 2.159048e-02 0.021740957 0.021250986 0.0115477345
## 15 5.450552e-03 2.270086e-02 0.006134355 0.024858315 0.0174147560
## 16 4.087956e-02 1.222727e-02 0.008975692 0.001317771 0.0323087321
## 17 4.688775e-04 6.352392e-03 0.005535342 0.002812331 0.0091977040
## 18 2.341727e-02 1.477341e-02 0.005743079 0.021928051 0.0142356650
## 19 1.122818e-03 3.687112e-03 0.001709257 0.006240370 0.0290759161
## 20 6.908056e-03 1.198624e-02 0.007858785 0.007771809 0.0007122451
## 21 4.281852e-03 1.911645e-02 0.005849950 0.016530684 0.0379471377
## PC52.34 PC53.34 PC54.34 PC55.34 PC56.34
## 1 0.048425270 0.034732321 0.0147438510 0.0001741339 0.0074701610
## 2 0.022273503 0.012351382 0.0002232964 0.0169745055 0.0305796396
## 3 0.010937998 0.001083160 0.0153962332 0.0134792462 0.0058437591
## 4 0.009809450 0.006968632 0.0010971014 0.0170561667 0.0204379417
## 5 0.003786968 0.011492379 0.0255463749 0.0322956348 0.0087096612
## 6 0.019407217 0.004243662 0.0044914288 0.0045247583 0.0026896841
## 7 0.015030708 0.007303563 0.0042939071 0.0346327047 0.0038938297
## 8 0.026442880 0.005276200 0.0181709192 0.0093481064 0.0129663081
## 9 0.009343880 0.035390773 0.0212149380 0.0204762500 0.0097613192
## 10 0.029473732 0.024775646 0.0504591551 0.0296859948 0.0003145702
## 11 0.013774740 0.024557649 0.0017917463 0.0210675244 0.0049683435
## 12 0.002983082 0.003351440 0.0153960358 0.0019092258 0.0220527414
## 13 0.027658524 0.002635383 0.0026470887 0.0168570773 0.0009952676
## 14 0.018993334 0.006851042 0.0090353732 0.0107914432 0.0206791847
## 15 0.003283311 0.016150887 0.0250851364 0.0044339644 0.0187162825
## 16 0.005803143 0.041461345 0.0118362828 0.0077361124 0.0116623813
## 17 0.032923408 0.011659071 0.0232261491 0.0259331015 0.0181915709
## 18 0.006706854 0.004364476 0.0079230424 0.0016213797 0.0178425836
## 19 0.002930999 0.037960831 0.0320571934 0.0027015202 0.0086863854
## 20 0.021253623 0.016209640 0.0001327207 0.0018413514 0.0193079703
## 21 0.008881274 0.003507931 0.0166824679 0.0104525930 0.0340629232
## PC57.34 PC58.34 PC59.34 PC60.34 PC61.34
## 1 0.0183492738 0.0214583591 0.0062059528 0.004394680 0.0193397179
## 2 0.0504030134 0.0228740493 0.0170088588 0.020068990 0.0282726925
## 3 0.0348968597 0.0081864685 0.0082769177 0.014950225 0.0028287931
## 4 0.0222050920 0.0057568211 0.0173497481 0.014641543 0.0303494108
## 5 0.0147262760 0.0089823566 0.0114969983 0.008801581 0.0178971176
## 6 0.0193643083 0.0014099180 0.0022746844 0.034429501 0.0105699581
## 7 0.0060888693 0.0330127589 0.0146032574 0.003578772 0.0378627010
## 8 0.0251931664 0.0409487207 0.0057102701 0.024372695 0.0042315599
## 9 0.0034046792 0.0261966325 0.0179080313 0.005219550 0.0119490687
## 10 0.0063706863 0.0084707774 0.0092398274 0.016366989 0.0067881657
## 11 0.0001933771 0.0046913547 0.0446585875 0.015132981 0.0113489320
## 12 0.0189498703 0.0057354535 0.0177952340 0.010903014 0.0074240515
## 13 0.0028220103 0.0055128938 0.0008688294 0.022336711 0.0011799586
## 14 0.0010814374 0.0044385602 0.0053523100 0.011257774 0.0103215209
## 15 0.0087558228 0.0163066446 0.0161335561 0.041175341 0.0001218313
## 16 0.0029292353 0.0013623026 0.0110865822 0.006877797 0.0018256404
## 17 0.0199952455 0.0091488981 0.0108802410 0.025814888 0.0165878861
## 18 0.0363386915 0.0275029508 0.0036902351 0.005978005 0.0151243999
## 19 0.0256685339 0.0128126667 0.0114304209 0.020121570 0.0158693475
## 20 0.0249291572 0.0001651332 0.0240504419 0.002402079 0.0290625104
## 21 0.0041799317 0.0322035596 0.0114455837 0.017631436 0.0009550841
## PC62.34 PC63.34 PC64.34 PC65.34 PC66.34
## 1 0.0247199554 0.0034780839 0.0309944333 9.459517e-03 0.008111490
## 2 0.0048149618 0.0124013487 0.0093039685 9.480562e-05 0.012938499
## 3 0.0085221090 0.0037994269 0.0367848004 1.738271e-02 0.003434451
## 4 0.0002165496 0.0019205516 0.0357412557 2.299145e-03 0.000491490
## 5 0.0152850436 0.0033183099 0.0093220298 8.236429e-03 0.010521834
## 6 0.0098949289 0.0117220517 0.0112856605 4.912056e-03 0.010866110
## 7 0.0005669022 0.0102937100 0.0257337042 8.161305e-03 0.009185125
## 8 0.0142867096 0.0118479917 0.0233301969 3.212743e-02 0.006111559
## 9 0.0214015455 0.0239739262 0.0102944367 2.026427e-02 0.005381702
## 10 0.0183052132 0.0028794476 0.0008058106 5.078441e-04 0.005562486
## 11 0.0001915041 0.0319775393 0.0016717793 2.146180e-02 0.002179003
## 12 0.0128791331 0.0212965070 0.0043032116 2.537050e-02 0.005015689
## 13 0.0069445754 0.0251707820 0.0237099683 3.228760e-02 0.004156180
## 14 0.0237657946 0.0398226846 0.0022061130 1.037748e-02 0.007431757
## 15 0.0126564643 0.0188375284 0.0258825479 6.652772e-03 0.006601839
## 16 0.0004763906 0.0122467613 0.0049039762 5.585402e-03 0.019612045
## 17 0.0295861388 0.0189217779 0.0086562750 1.188943e-02 0.013859452
## 18 0.0016902317 0.0103424045 0.0075662393 1.701307e-02 0.007969247
## 19 0.0223570487 0.0121435390 0.0416212060 2.302152e-02 0.015915069
## 20 0.0022094006 0.0070521237 0.0007189327 2.026093e-02 0.002539966
## 21 0.0039387227 0.0009389781 0.0020680938 2.652321e-02 0.032522131
## PC67.34 PC68.34 programN.35
## 1 1.888166e-02 0.007006498 Science.Education
## 2 1.220094e-02 0.008281115 International.and.Comparative.Education
## 3 8.699730e-03 0.035669004 Health.Education
## 4 3.812854e-02 0.001384313 Gifted.Education
## 5 1.206346e-02 0.005106270 School.Principals
## 6 1.655271e-02 0.010215837 Philosophy
## 7 7.234322e-03 0.009977489 Developmental.Psychology
## 8 4.043560e-03 0.025382880 Nursing
## 9 4.806984e-02 0.010332747 Music
## 10 7.965321e-05 0.011351162 Movement.Science
## 11 2.211844e-02 0.041693807 Arts.Administration
## 12 2.371265e-02 0.023748878 Physical.Education
## 13 2.353511e-02 0.001711083 Behavior.Analysis
## 14 1.602098e-02 0.019939570 Anthropology
## 15 1.360762e-02 0.011504675 Art.Education
## 16 1.108931e-02 0.009262591 Education.Policy
## 17 2.697612e-02 0.001241006 Education.Technology
## 18 1.764838e-02 0.037777282 Physiology
## 19 2.720838e-03 0.019958390 Neuroscience
## 20 4.856063e-03 0.003775663 School.Psychology
## 21 8.916730e-03 0.011957627 Sociology
## PC1.35 PC2.35 PC3.35 PC4.35 PC5.35
## 1 1.849125e-04 0.006356675 0.0161918004 0.016167817 1.648164e-02
## 2 2.113102e-02 0.021317674 0.0015737879 0.002640540 1.532440e-02
## 3 8.928727e-03 0.034147806 0.0143069974 0.018851937 5.280302e-03
## 4 9.288762e-03 0.004412504 0.0187600132 0.017369485 2.369249e-02
## 5 3.192137e-02 0.005382745 0.0059569597 0.001471718 7.939695e-03
## 6 7.190035e-03 0.005726372 0.0015601839 0.009214838 2.163855e-02
## 7 1.346231e-02 0.022812501 0.0003474403 0.000157270 1.074489e-02
## 8 6.894445e-04 0.031856095 0.0102831322 0.014918717 1.953290e-02
## 9 1.331327e-03 0.009494630 0.0221763981 0.004001520 3.329525e-02
## 10 1.334247e-02 0.022352574 0.0138144761 0.008370882 2.063737e-03
## 11 3.079837e-02 0.007006109 0.0247494405 0.006416754 2.809094e-02
## 12 5.059954e-05 0.029865684 0.0172981154 0.006940586 5.902268e-05
## 13 1.179216e-02 0.029442142 0.0172199379 0.009145169 3.089912e-03
## 14 7.248618e-03 0.011392533 0.0050472881 0.024933330 1.411478e-02
## 15 1.555650e-02 0.002048307 0.0089310749 0.002073455 2.293311e-02
## 16 3.232672e-02 0.008793870 0.0080993748 0.011461032 1.533022e-03
## 17 1.034184e-02 0.014739512 0.0404940795 0.001439835 2.654586e-02
## 18 1.457407e-02 0.036751371 0.0037967058 0.019235619 5.857138e-03
## 19 8.281349e-03 0.034657422 0.0274107594 0.004652216 6.940352e-03
## 20 1.415833e-02 0.011341619 0.0090697886 0.005333568 6.691396e-03
## 21 2.158233e-02 0.024251895 0.0045334295 0.027895217 2.804944e-03
## PC6.35 PC7.35 PC8.35 PC9.35 PC10.35
## 1 0.0569476990 0.0090927149 0.0104372384 0.027654292 0.0030678251
## 2 0.0156102970 0.0005809751 0.0495759211 0.009503601 0.0015536521
## 3 0.0292497995 0.0060629522 0.0003695185 0.024513906 0.0197771622
## 4 0.0027821733 0.0456860180 0.0320883183 0.016162825 0.0040634158
## 5 0.0095744632 0.0231181239 0.0059212074 0.037217360 0.0069371263
## 6 0.0219661202 0.0014961654 0.0073674683 0.001982901 0.0622735221
## 7 0.0006575599 0.0014403425 0.0250115497 0.031895777 0.0353662917
## 8 0.0130448130 0.0085190617 0.0026309260 0.005337466 0.0235534283
## 9 0.0005785762 0.0398136107 0.0079498414 0.023227344 0.0144477798
## 10 0.0278264018 0.0039635750 0.0100037670 0.010125142 0.0290958703
## 11 0.0099180873 0.0054056539 0.0080879877 0.015575526 0.0017274695
## 12 0.0010439017 0.0109126564 0.0181621668 0.021004884 0.0132190247
## 13 0.0114224457 0.0020994943 0.0218668887 0.019010098 0.0075694465
## 14 0.0207416050 0.0259544172 0.0122898292 0.025212914 0.0113607637
## 15 0.0089905332 0.0244124229 0.0067335669 0.001048565 0.0354939210
## 16 0.0012701672 0.0369923208 0.0009551069 0.024343303 0.0132230845
## 17 0.0035173959 0.0120136951 0.0034680911 0.006246917 0.0001833444
## 18 0.0047655130 0.0085070441 0.0121030646 0.013003430 0.0099895795
## 19 0.0170801532 0.0031980504 0.0060050438 0.024451768 0.0084495571
## 20 0.0365560870 0.0115102064 0.0160879548 0.031969633 0.0039291076
## 21 0.0061365878 0.0112917391 0.0070614680 0.001296332 0.0150742112
## PC11.35 PC12.35 PC13.35 PC14.35 PC15.35
## 1 1.260144e-02 0.017141487 0.0266447829 0.0242395828 0.024290938
## 2 4.058292e-02 0.007378154 0.0044826857 0.0114409155 0.012250836
## 3 1.229489e-02 0.025755394 0.0306201751 0.0212227537 0.007262228
## 4 5.649963e-03 0.033897016 0.0208054594 0.0158050107 0.009377644
## 5 3.425214e-03 0.011983355 0.0005246415 0.0084102952 0.022816764
## 6 2.398438e-03 0.027856695 0.0270965984 0.0478350443 0.005092429
## 7 1.913504e-02 0.017596192 0.0241897580 0.0002288102 0.008821347
## 8 6.672129e-05 0.005624662 0.0186608463 0.0135071313 0.015926143
## 9 2.445492e-02 0.021981160 0.0185234630 0.0119186711 0.025923882
## 10 1.176450e-02 0.017848456 0.0281853960 0.0068073758 0.004930825
## 11 8.733401e-03 0.008750914 0.0006597047 0.0038522310 0.011251580
## 12 2.763763e-03 0.018258991 0.0120707436 0.0102297713 0.007343846
## 13 6.861169e-03 0.003184735 0.0237433847 0.0428121100 0.007447514
## 14 1.411341e-04 0.011995749 0.0211476083 0.0032106535 0.035106531
## 15 3.428166e-02 0.024098872 0.0317734411 0.0082763818 0.014734178
## 16 4.030113e-03 0.002593966 0.0087899478 0.0008786270 0.022567814
## 17 7.110892e-03 0.011552105 0.0390417431 0.0331476372 0.010398024
## 18 3.500399e-02 0.016826299 0.0110960670 0.0001699382 0.005898274
## 19 1.281742e-03 0.009221666 0.0026982800 0.0009149750 0.038533198
## 20 4.100355e-03 0.002958882 0.0018835188 0.0346521165 0.026257248
## 21 2.622339e-02 0.008732706 0.0003873450 0.0205601763 0.009152638
## PC16.35 PC17.35 PC18.35 PC19.35 PC20.35
## 1 0.010020918 0.010940090 4.295659e-03 0.011481442 0.010633742
## 2 0.002374252 0.006049003 1.015209e-02 0.022615270 0.016462858
## 3 0.005321750 0.021123601 1.259166e-02 0.011270142 0.009007826
## 4 0.004570248 0.025227145 1.401836e-02 0.013188328 0.001946306
## 5 0.007366102 0.001179714 2.661985e-02 0.007934219 0.012425224
## 6 0.001859075 0.010363966 2.482527e-02 0.012608747 0.010017276
## 7 0.027479349 0.046078191 1.660980e-02 0.002776522 0.004382109
## 8 0.014508125 0.023301990 3.929915e-02 0.023920715 0.018546330
## 9 0.008021661 0.015138437 1.019188e-02 0.016570914 0.021952516
## 10 0.051505417 0.012435917 2.232340e-02 0.009565153 0.023047859
## 11 0.012968430 0.003932161 2.030536e-02 0.010654843 0.032358351
## 12 0.033150723 0.036277808 1.568482e-02 0.014728741 0.036556839
## 13 0.008750594 0.024097990 9.685868e-03 0.048701596 0.013158863
## 14 0.046731327 0.011973868 2.011533e-02 0.002505940 0.007557299
## 15 0.042387978 0.009908243 1.040518e-02 0.008058136 0.008551660
## 16 0.012958470 0.010287359 1.406624e-02 0.030828429 0.031274059
## 17 0.030173068 0.025156509 9.632558e-06 0.010378777 0.006710492
## 18 0.018227567 0.009026677 1.496784e-02 0.012278341 0.021873948
## 19 0.030638579 0.004617344 2.223775e-02 0.011392769 0.001406500
## 20 0.005438831 0.035032076 4.101515e-02 0.001880376 0.019524309
## 21 0.008549125 0.007730911 3.327938e-02 0.038723593 0.003486161
## PC21.35 PC22.35 PC23.35 PC24.35 PC25.35
## 1 0.0418248551 0.006622261 0.013729464 0.0159174934 0.0027037507
## 2 0.0197272744 0.016701146 0.009703993 0.0031659007 0.0281783295
## 3 0.0210301845 0.009541089 0.008640952 0.0082648374 0.0025007969
## 4 0.0109215036 0.004619819 0.007484015 0.0051305775 0.0377828691
## 5 0.0270974530 0.015603708 0.004628736 0.0008539759 0.0121269114
## 6 0.0001345493 0.008186898 0.025278109 0.0248918791 0.0142626029
## 7 0.0346375529 0.021843039 0.003062546 0.0003178231 0.0118226880
## 8 0.0111727952 0.017586233 0.017410280 0.0063199884 0.0417411276
## 9 0.0395126697 0.019809772 0.030475818 0.0093538918 0.0165904965
## 10 0.0224158755 0.026599861 0.002215983 0.0246291856 0.0395338986
## 11 0.0205976022 0.001381994 0.016113398 0.0239016203 0.0232217659
## 12 0.0342972096 0.007944695 0.005626414 0.0097381422 0.0145093442
## 13 0.0161358669 0.011454462 0.005234694 0.0102293172 0.0128940564
## 14 0.0333240794 0.012465643 0.018887203 0.0151327532 0.0009102206
## 15 0.0032436272 0.019921910 0.006313250 0.0152701300 0.0034042358
## 16 0.0052381018 0.017340677 0.009886956 0.0082556316 0.0089415613
## 17 0.0099926366 0.016425594 0.011143376 0.0039617487 0.0192148835
## 18 0.0014018943 0.008686369 0.006160452 0.0091902405 0.0132747965
## 19 0.0200360698 0.016905511 0.017155873 0.0189879783 0.0364937550
## 20 0.0233258709 0.024955219 0.015782183 0.0140918768 0.0083716108
## 21 0.0240717349 0.023357398 0.014647606 0.0371095575 0.0005793825
## PC26.35 PC27.35 PC28.35 PC29.35 PC30.35
## 1 0.010945593 0.009309978 0.0057851801 0.0061322535 0.004926097
## 2 0.015454890 0.004233637 0.0166195309 0.0044553004 0.001266608
## 3 0.018053526 0.011820683 0.0116804969 0.0186431509 0.007750826
## 4 0.023658391 0.023583957 0.0128267284 0.0068408549 0.003596600
## 5 0.003731927 0.034263125 0.0073784583 0.0115641384 0.016306145
## 6 0.003045321 0.002932434 0.0180404239 0.0034814060 0.007295083
## 7 0.011333390 0.012162201 0.0108023605 0.0235170135 0.002080816
## 8 0.011241012 0.026531295 0.0412219433 0.0213847071 0.011077504
## 9 0.005118102 0.006343802 0.0086232152 0.0068231992 0.008979528
## 10 0.007545436 0.006170652 0.0006502502 0.0079459212 0.004798055
## 11 0.028508931 0.004575269 0.0178182088 0.0342700445 0.016129744
## 12 0.024080936 0.028588230 0.0017089844 0.0387143272 0.002522182
## 13 0.024440115 0.010963900 0.0025146364 0.0107530676 0.008874186
## 14 0.026996103 0.033258648 0.0133339625 0.0308188180 0.004482350
## 15 0.031324719 0.003351852 0.0108956346 0.0104823904 0.042617037
## 16 0.002081881 0.012823729 0.0043735977 0.0029581335 0.018099459
## 17 0.015449554 0.001235330 0.0051601802 0.0005887637 0.013761298
## 18 0.023506191 0.030570803 0.0230332210 0.0311965366 0.015108464
## 19 0.007240608 0.011685925 0.0015291338 0.0183579973 0.022055438
## 20 0.017807661 0.006331016 0.0143919303 0.0080001191 0.021754064
## 21 0.005853814 0.011773129 0.0139280529 0.0144149003 0.035087488
## PC31.35 PC32.35 PC33.35 PC34.35 PC35.35 PC36.35
## 1 0.007671265 0.018414642 0.0102129633 0.014836509 0.009083503 0.03698451
## 2 0.031534574 0.014918296 0.0186299837 0.018632626 0.010350318 0.03506545
## 3 0.009362498 0.006483284 0.0417843271 0.028605599 0.009338729 0.03424672
## 4 0.008247822 0.003241262 0.0084695108 0.012796032 0.022746635 0.03395988
## 5 0.004191767 0.022270286 0.0105086022 0.044342010 0.004610165 0.03394899
## 6 0.001202209 0.021818156 0.0087272487 0.010751173 0.021484687 0.03296863
## 7 0.003181255 0.007849862 0.0196472971 0.017382832 0.014696340 0.02962478
## 8 0.005863882 0.016101107 0.0253661575 0.006030524 0.008019843 0.02883954
## 9 0.005485493 0.012908750 0.0037075278 0.033242185 0.001567064 0.02821391
## 10 0.018721575 0.001722040 0.0168366794 0.013186901 0.014779099 0.02809285
## 11 0.015579713 0.001445467 0.0009011486 0.009168805 0.024454564 0.02677149
## 12 0.027401376 0.012077297 0.0361447601 0.012751183 0.032732045 0.02593458
## 13 0.006938124 0.019270154 0.0143512800 0.003062263 0.013422757 0.02546310
## 14 0.037656445 0.021481141 0.0179679657 0.008651043 0.014940891 0.02519281
## 15 0.034447106 0.024905501 0.0074911357 0.010801554 0.002504887 0.02486651
## 16 0.014539385 0.024899750 0.0091030532 0.003027098 0.014922312 0.02347829
## 17 0.001719340 0.015130442 0.0205969389 0.033753540 0.006598693 0.02317611
## 18 0.037636745 0.020824063 0.0172165126 0.020880328 0.017956477 0.02314804
## 19 0.010430419 0.019810330 0.0239844111 0.001495123 0.006022188 0.02156286
## 20 0.023882759 0.017211435 0.0035637641 0.011769123 0.008310335 0.02087759
## 21 0.006263718 0.007041298 0.0078761134 0.014505656 0.019847812 0.02068577
## PC37.35 PC38.35 PC39.35 PC40.35 PC41.35
## 1 1.827836e-02 0.006947710 0.0022444129 5.327711e-03 1.154905e-02
## 2 3.009637e-02 0.019489996 0.0075449269 7.898263e-05 8.608210e-03
## 3 1.004410e-02 0.002584070 0.0109883234 9.693223e-03 1.664219e-03
## 4 1.910361e-02 0.021678306 0.0317763927 2.223649e-02 2.779095e-02
## 5 7.963357e-03 0.061328798 0.0192273687 1.045735e-03 3.749740e-02
## 6 1.006621e-02 0.010748328 0.0483936505 7.555933e-03 9.676640e-03
## 7 2.066260e-02 0.014887879 0.0201818028 1.957879e-02 8.043337e-03
## 8 1.883313e-02 0.001502887 0.0001750696 3.577850e-04 1.680392e-02
## 9 2.568493e-02 0.015024316 0.0115403387 1.881309e-02 8.162331e-05
## 10 5.949953e-03 0.010549189 0.0212402604 3.696235e-02 2.313443e-03
## 11 1.028535e-02 0.043045569 0.0119045030 6.646896e-03 1.045714e-02
## 12 3.147825e-05 0.007395560 0.0015385472 2.423194e-02 3.123014e-04
## 13 2.075243e-02 0.041365502 0.0298933449 9.579026e-04 1.524526e-02
## 14 4.994889e-03 0.009268270 0.0079574468 1.432417e-02 1.496587e-02
## 15 7.964189e-03 0.015840697 0.0054013909 4.782018e-02 2.879770e-02
## 16 7.409106e-03 0.011824113 0.0571833824 9.860125e-03 1.419881e-02
## 17 4.808024e-02 0.019885236 0.0041671640 1.610367e-02 2.694603e-02
## 18 3.422518e-02 0.001936499 0.0225391866 1.376366e-02 1.823445e-02
## 19 1.425667e-02 0.006427212 0.0174540399 2.107405e-02 6.719749e-03
## 20 2.643552e-02 0.042190943 0.0269408502 3.354874e-02 1.469046e-02
## 21 4.349501e-02 0.007439036 0.0195588295 2.239831e-02 8.467525e-03
## PC42.35 PC43.35 PC44.35 PC45.35 PC46.35
## 1 8.653008e-04 0.0002670037 0.0199111020 3.526177e-03 0.008104409
## 2 4.897263e-03 0.0319927366 0.0004702910 1.648921e-02 0.011233530
## 3 5.344702e-03 0.0051152430 0.0047047089 2.479715e-02 0.025504651
## 4 2.065633e-02 0.0203249248 0.0002421774 1.053578e-02 0.025985308
## 5 1.032531e-02 0.0010543526 0.0127241139 1.049230e-02 0.023839808
## 6 1.532486e-02 0.0171000431 0.0142447850 7.544264e-03 0.006735028
## 7 1.581613e-04 0.0004143640 0.0093585961 4.881017e-02 0.015695294
## 8 1.408984e-02 0.0463052475 0.0227728977 4.282224e-03 0.011845454
## 9 3.426589e-03 0.0090591903 0.0039600349 1.028271e-02 0.022720178
## 10 1.270485e-02 0.0291890452 0.0173184981 1.161915e-06 0.021883359
## 11 3.279043e-03 0.0125225406 0.0124287559 3.613163e-02 0.008812361
## 12 4.648366e-03 0.0134418624 0.0123416608 3.542201e-02 0.002421951
## 13 3.566889e-02 0.0056500950 0.0381013780 1.927825e-02 0.036561553
## 14 4.976429e-03 0.0026355850 0.0100842442 1.846531e-03 0.022026616
## 15 2.635590e-02 0.0052196060 0.0101290310 2.706038e-02 0.023231779
## 16 1.112936e-02 0.0201894826 0.0050311870 2.983166e-02 0.016048174
## 17 3.763938e-02 0.0237218126 0.0166849922 1.983235e-02 0.010580637
## 18 2.394877e-02 0.0088445159 0.0173245255 4.533967e-03 0.007415926
## 19 9.407813e-05 0.0254418214 0.0034489521 2.373057e-03 0.001165617
## 20 5.602204e-03 0.0132129072 0.0172855631 1.397104e-02 0.023144132
## 21 3.290123e-02 0.0135742542 0.0064833617 1.774777e-02 0.008612097
## PC47.35 PC48.35 PC49.35 PC50.35 PC51.35
## 1 3.084170e-02 4.281110e-04 0.008535380 0.0079758729 0.0160570954
## 2 1.565943e-02 7.727190e-03 0.017799228 0.0147265770 0.0080287803
## 3 2.599387e-02 2.408479e-03 0.005842586 0.0050285835 0.0141104814
## 4 1.102959e-02 2.159048e-02 0.021740957 0.0212509860 0.0115477345
## 5 9.653701e-03 1.579120e-02 0.035916739 0.0198680931 0.0010542637
## 6 4.087956e-02 1.222727e-02 0.008975692 0.0013177707 0.0323087321
## 7 1.669381e-02 2.338906e-02 0.030826123 0.0102615547 0.0239340125
## 8 3.460490e-02 1.236260e-02 0.008435817 0.0215834301 0.0196754224
## 9 1.493409e-02 2.508383e-03 0.027603506 0.0123742531 0.0049943191
## 10 8.104742e-03 8.913114e-03 0.010557901 0.0055357245 0.0199213591
## 11 1.629688e-02 8.809708e-05 0.040440421 0.0450641610 0.0017047447
## 12 3.000743e-05 5.979111e-03 0.003630809 0.0407831659 0.0153592575
## 13 2.252380e-02 2.335923e-02 0.003357948 0.0181328516 0.0027691381
## 14 1.947440e-03 1.100397e-02 0.004115277 0.0008671222 0.0095065472
## 15 2.092366e-02 1.632153e-02 0.011960728 0.0203909090 0.0003602512
## 16 6.372516e-02 1.774937e-03 0.034874201 0.0254895324 0.0080101241
## 17 9.689343e-03 1.235315e-02 0.013607762 0.0082460644 0.0055778764
## 18 4.281852e-03 1.911645e-02 0.005849950 0.0165306837 0.0379471377
## 19 2.302559e-02 1.082979e-02 0.002611124 0.0102166669 0.0313499301
## 20 1.577526e-02 2.516294e-03 0.001772171 0.0005050121 0.0023876970
## 21 2.341727e-02 1.477341e-02 0.005743079 0.0219280510 0.0142356650
## PC52.35 PC53.35 PC54.35 PC55.35 PC56.35
## 1 0.015072921 0.0230593285 0.010041339 0.0333529136 0.0074359458
## 2 0.020504678 0.0091205337 0.025285093 0.0214486162 0.0049754763
## 3 0.007149243 0.0356010823 0.035628338 0.0108775144 0.0106730363
## 4 0.018993334 0.0068510418 0.009035373 0.0107914432 0.0206791847
## 5 0.003602526 0.0067532476 0.020684625 0.0229972681 0.0081600580
## 6 0.005803143 0.0414613455 0.011836283 0.0077361124 0.0116623813
## 7 0.005630739 0.0023678486 0.004096614 0.0234174752 0.0197683709
## 8 0.004889472 0.0240110550 0.003472241 0.0096144876 0.0287811963
## 9 0.021026577 0.0218063432 0.022936032 0.0016926755 0.0483129522
## 10 0.009049887 0.0120932326 0.011723738 0.0019360316 0.0031441580
## 11 0.002983082 0.0033514398 0.015396036 0.0019092258 0.0220527414
## 12 0.019407217 0.0042436624 0.004491429 0.0045247583 0.0026896841
## 13 0.012012841 0.0220259129 0.011120458 0.0003648512 0.0077348914
## 14 0.001165739 0.0210651750 0.023212597 0.0260020882 0.0256390383
## 15 0.007965090 0.0003402151 0.007626122 0.0089668291 0.0140110813
## 16 0.004199199 0.0078010804 0.001199453 0.0037855934 0.0007189096
## 17 0.022300422 0.0098949963 0.002154056 0.0228900802 0.0066379636
## 18 0.008881274 0.0035079314 0.016682468 0.0104525930 0.0340629232
## 19 0.026137646 0.0326605694 0.014328304 0.0017381732 0.0148300282
## 20 0.000584539 0.0294181547 0.010226867 0.0117759579 0.0337877077
## 21 0.006706854 0.0043644760 0.007923042 0.0016213797 0.0178425836
## PC57.35 PC58.35 PC59.35 PC60.35 PC61.35
## 1 0.0658387454 0.003183151 0.0289052483 0.0051749983 0.0077999488
## 2 0.0176453904 0.012741040 0.0018245179 0.0124205041 0.0189889279
## 3 0.0015997096 0.007513676 0.0155025141 0.0527958195 0.0028280140
## 4 0.0010814374 0.004438560 0.0053523100 0.0112577741 0.0103215209
## 5 0.0154399341 0.025723815 0.0032378700 0.0172457701 0.0058994604
## 6 0.0029292353 0.001362303 0.0110865822 0.0068777974 0.0018256404
## 7 0.0205936246 0.010803951 0.0058408764 0.0200524530 0.0170761427
## 8 0.0084370519 0.020960684 0.0001859973 0.0081974840 0.0077947018
## 9 0.0101841356 0.007813692 0.0021907568 0.0009684508 0.0298568958
## 10 0.0104315489 0.005360668 0.0107233646 0.0112861807 0.0059417241
## 11 0.0189498703 0.005735454 0.0177952340 0.0109030140 0.0074240515
## 12 0.0193643083 0.001409918 0.0022746844 0.0344295010 0.0105699581
## 13 0.0191647654 0.008370326 0.0061295494 0.0069202733 0.0096855300
## 14 0.0159043148 0.009523160 0.0232531093 0.0157467721 0.0087711047
## 15 0.0027969516 0.011794705 0.0035312382 0.0054182727 0.0018429547
## 16 0.0035200914 0.017847504 0.0058907620 0.0146342808 0.0154819272
## 17 0.0150600203 0.012573063 0.0070863118 0.0161317622 0.0218361152
## 18 0.0041799317 0.032203560 0.0114455837 0.0176314357 0.0009550841
## 19 0.0140147292 0.032223313 0.0106048859 0.0050090322 0.0025872399
## 20 0.0002138958 0.005560050 0.0180751076 0.0082155131 0.0211962649
## 21 0.0363386915 0.027502951 0.0036902351 0.0059780048 0.0151243999
## PC62.35 PC63.35 PC64.35 PC65.35 PC66.35
## 1 1.779020e-02 0.0122043654 0.005004208 0.010440618 0.013922677
## 2 2.009889e-02 0.0198613772 0.007043577 0.028285048 0.041175149
## 3 2.505668e-02 0.0156874181 0.014973056 0.010184212 0.023423474
## 4 2.376579e-02 0.0398226846 0.002206113 0.010377480 0.007431757
## 5 3.462131e-03 0.0028544941 0.011915945 0.002351855 0.013604002
## 6 4.763906e-04 0.0122467613 0.004903976 0.005585402 0.019612045
## 7 1.404796e-02 0.0040058054 0.006779335 0.017664369 0.025584274
## 8 6.710056e-03 0.0146772136 0.000124328 0.009623472 0.010578671
## 9 5.964385e-03 0.0137784153 0.034963448 0.019003963 0.003949686
## 10 2.343193e-02 0.0451075179 0.006015722 0.028748273 0.013447794
## 11 1.287913e-02 0.0212965070 0.004303212 0.025370498 0.005015689
## 12 9.894929e-03 0.0117220517 0.011285661 0.004912056 0.010866110
## 13 5.270374e-03 0.0104825716 0.005551597 0.014571146 0.018929406
## 14 2.148573e-02 0.0173342774 0.008163954 0.007822644 0.033123151
## 15 1.288904e-02 0.0257574396 0.016528538 0.008305204 0.013816156
## 16 2.165209e-02 0.0038688521 0.014446847 0.004608666 0.004189666
## 17 1.918823e-02 0.0030040760 0.011961861 0.022211332 0.029049346
## 18 3.938723e-03 0.0009389781 0.002068094 0.026523212 0.032522131
## 19 3.728433e-02 0.0017825756 0.032788913 0.019945987 0.025869868
## 20 6.059957e-06 0.0055376059 0.019795312 0.015575552 0.012839794
## 21 1.690232e-03 0.0103424045 0.007566239 0.017013066 0.007969247
## PC67.35 PC68.35 programN.36
## 1 0.006728917 0.0177623083 Adult.Education
## 2 0.011310675 0.0273981855 Education.Technology
## 3 0.007941836 0.0196420568 Sociology
## 4 0.016020983 0.0199395695 Measurement..Evaluation.and.Statistics
## 5 0.008621536 0.0140855684 Urban.Education
## 6 0.011089313 0.0092625906 Economics.and.Education
## 7 0.009485408 0.0062622921 Physiology
## 8 0.016043622 0.0121917775 Intellectual.Disability.Autism
## 9 0.004902395 0.0015280487 International.and.Comparative.Education
## 10 0.027817251 0.0109481637 Psychological.Counseling
## 11 0.023712651 0.0237488777 Social.Studies
## 12 0.016552708 0.0102158371 Change.Leadership
## 13 0.006171772 0.0203638845 School.Psychology
## 14 0.012292413 0.0122383227 Music
## 15 0.003404221 0.0023676781 Early.Childhood.Special.Education
## 16 0.003767999 0.0248015410 Design.and.Development.of.Digital.Games
## 17 0.013784174 0.0285520058 Diabetes.Education
## 18 0.008916730 0.0119576270 Behavior.Analysis
## 19 0.024302939 0.0238644148 Developmental.Psychology
## 20 0.021742169 0.0007237298 Instructional.Technology.and.Media
## 21 0.017648376 0.0377772817 Bilingual.Bicultural.Education
## PC1.36 PC2.36 PC3.36 PC4.36 PC5.36
## 1 0.028424131 0.0133897133 0.0011753502 0.009488296 0.020011212
## 2 0.010341837 0.0147395123 0.0404940795 0.001439835 0.026545860
## 3 0.021582333 0.0242518953 0.0045334295 0.027895217 0.002804944
## 4 0.006434911 0.0016544465 0.0432617565 0.009064714 0.005170621
## 5 0.028155643 0.0049106714 0.0076600332 0.011970240 0.029310308
## 6 0.033591829 0.0089066571 0.0028566709 0.019199586 0.018205005
## 7 0.014574071 0.0367513707 0.0037967058 0.019235619 0.005857138
## 8 0.004472437 0.0108282580 0.0125961775 0.017612235 0.007266336
## 9 0.021131016 0.0213176743 0.0015737879 0.002640540 0.015324399
## 10 0.005675797 0.0301735884 0.0132593925 0.027190710 0.023092825
## 11 0.017997377 0.0006640169 0.0110332751 0.005623037 0.017457209
## 12 0.039864893 0.0015078079 0.0131650993 0.021208835 0.009947538
## 13 0.014158332 0.0113416191 0.0090697886 0.005333568 0.006691396
## 14 0.001331327 0.0094946304 0.0221763981 0.004001520 0.033295249
## 15 0.004408253 0.0255520678 0.0223882055 0.031399622 0.016186983
## 16 0.006355681 0.0144088809 0.0449906991 0.031338602 0.012099339
## 17 0.001346140 0.0290045611 0.0050051172 0.002000111 0.003031366
## 18 0.011792158 0.0294421418 0.0172199379 0.009145169 0.003089912
## 19 0.013462310 0.0228125015 0.0003474403 0.000157270 0.010744894
## 20 0.001229961 0.0014350741 0.0411508592 0.013920560 0.005302009
## 21 0.027606914 0.0134069750 0.0068110215 0.028329843 0.005426524
## PC6.36 PC7.36 PC8.36 PC9.36 PC10.36
## 1 0.0262821686 0.0201978831 1.356196e-02 0.0013920563 0.0118614379
## 2 0.0035173959 0.0120136951 3.468091e-03 0.0062469168 0.0001833444
## 3 0.0061365878 0.0112917391 7.061468e-03 0.0012963323 0.0150742112
## 4 0.0293884964 0.0206070828 1.407094e-03 0.0179862196 0.0238703915
## 5 0.0076374091 0.0094355140 3.688820e-02 0.0200579649 0.0068444197
## 6 0.0019850768 0.0078716548 9.713329e-03 0.0177463456 0.0159588397
## 7 0.0047655130 0.0085070441 1.210306e-02 0.0130034298 0.0099895795
## 8 0.0125342622 0.0030055899 1.979648e-03 0.0114539169 0.0598322356
## 9 0.0156102970 0.0005809751 4.957592e-02 0.0095036013 0.0015536521
## 10 0.0185385286 0.0011510428 6.924103e-04 0.0179944007 0.0007766548
## 11 0.0315435640 0.0424431855 4.464860e-02 0.0125762023 0.0041900676
## 12 0.0187839045 0.0044568386 4.742287e-05 0.0037357089 0.0179235215
## 13 0.0365560870 0.0115102064 1.608795e-02 0.0319696333 0.0039291076
## 14 0.0005785762 0.0398136107 7.949841e-03 0.0232273438 0.0144477798
## 15 0.0075348165 0.0212184000 1.779699e-02 0.0302784511 0.0153284004
## 16 0.0200423506 0.0034495169 4.624458e-03 0.0039475303 0.0175316831
## 17 0.0193392395 0.0204852817 3.436564e-02 0.0255507386 0.0083823655
## 18 0.0114224457 0.0020994943 2.186689e-02 0.0190100982 0.0075694465
## 19 0.0006575599 0.0014403425 2.501155e-02 0.0318957775 0.0353662917
## 20 0.0184542485 0.0156882776 1.706128e-02 0.0008755746 0.0064278971
## 21 0.0187132195 0.0284029244 4.377948e-03 0.0218536863 0.0227016327
## PC11.36 PC12.36 PC13.36 PC14.36 PC15.36
## 1 0.005860820 0.004401913 0.002717127 0.0191924286 0.0213545867
## 2 0.007110892 0.011552105 0.039041743 0.0331476372 0.0103980243
## 3 0.026223389 0.008732706 0.000387345 0.0205601763 0.0091526378
## 4 0.013005861 0.025791954 0.030364112 0.0180542112 0.0080457885
## 5 0.018070095 0.005481427 0.001018824 0.0224124471 0.0050227151
## 6 0.010447501 0.009214677 0.005952255 0.0316639596 0.0001306213
## 7 0.035003992 0.016826299 0.011096067 0.0001699382 0.0058982743
## 8 0.011541349 0.036536788 0.029500472 0.0175425270 0.0021303254
## 9 0.040582918 0.007378154 0.004482686 0.0114409155 0.0122508356
## 10 0.022709513 0.005072075 0.005142048 0.0244578886 0.0078050072
## 11 0.008267224 0.004644419 0.011074184 0.0294952669 0.0158405074
## 12 0.013937434 0.002607609 0.007358351 0.0146256496 0.0120026413
## 13 0.004100355 0.002958882 0.001883519 0.0346521165 0.0262572483
## 14 0.024454916 0.021981160 0.018523463 0.0119186711 0.0259238820
## 15 0.010667771 0.010888186 0.004760993 0.0203859263 0.0102805241
## 16 0.008619621 0.022174927 0.013606605 0.0265153220 0.0178325436
## 17 0.002027595 0.001307258 0.022483356 0.0001161929 0.0249082768
## 18 0.006861169 0.003184735 0.023743385 0.0428121100 0.0074475140
## 19 0.019135039 0.017596192 0.024189758 0.0002288102 0.0088213466
## 20 0.039745771 0.031527978 0.026629959 0.0024967029 0.0101799907
## 21 0.026623560 0.005235833 0.010073129 0.0011944513 0.0094952899
## PC16.36 PC17.36 PC18.36 PC19.36 PC20.36
## 1 0.020422979 0.0102031935 1.088556e-04 0.021082632 0.018696905
## 2 0.030173068 0.0251565088 9.632558e-06 0.010378777 0.006710492
## 3 0.008549125 0.0077309109 3.327938e-02 0.038723593 0.003486161
## 4 0.011166111 0.0075813830 3.109251e-02 0.009605183 0.016777008
## 5 0.005434683 0.0191702590 1.099369e-02 0.017204004 0.006300514
## 6 0.004179001 0.0278652033 1.331503e-02 0.005162463 0.013509464
## 7 0.018227567 0.0090266772 1.496784e-02 0.012278341 0.021873948
## 8 0.017804752 0.0077512223 1.281310e-02 0.026403612 0.037637801
## 9 0.002374252 0.0060490029 1.015209e-02 0.022615270 0.016462858
## 10 0.011878138 0.0177122036 2.923849e-02 0.019815966 0.013080943
## 11 0.002239219 0.0225297196 2.275990e-03 0.017123965 0.005482647
## 12 0.011577729 0.0106277830 7.426459e-03 0.008412830 0.005304519
## 13 0.005438831 0.0350320756 4.101515e-02 0.001880376 0.019524309
## 14 0.008021661 0.0151384369 1.019188e-02 0.016570914 0.021952516
## 15 0.007284086 0.0000681285 1.351379e-03 0.003124974 0.057706894
## 16 0.011643175 0.0056585626 2.132736e-02 0.010235224 0.001633480
## 17 0.011650159 0.0049883479 4.570281e-02 0.012520540 0.005576673
## 18 0.008750594 0.0240979897 9.685868e-03 0.048701596 0.013158863
## 19 0.027479349 0.0460781910 1.660980e-02 0.002776522 0.004382109
## 20 0.025128055 0.0011513687 1.818027e-02 0.003601451 0.005014762
## 21 0.015421788 0.0042930855 1.559885e-03 0.001341294 0.015515080
## PC21.36 PC22.36 PC23.36 PC24.36 PC25.36
## 1 0.020445949 0.0207827210 0.025026082 0.0008077446 0.0298119762
## 2 0.009992637 0.0164255942 0.011143376 0.0039617487 0.0192148835
## 3 0.024071735 0.0233573982 0.014647606 0.0371095575 0.0005793825
## 4 0.002808705 0.0062915205 0.011286880 0.0152568543 0.0015038946
## 5 0.010102012 0.0014797827 0.021909496 0.0221844936 0.0126750065
## 6 0.014296106 0.0406304943 0.007084295 0.0185943544 0.0108446146
## 7 0.001401894 0.0086863685 0.006160452 0.0091902405 0.0132747965
## 8 0.022219744 0.0286510754 0.006057446 0.0031096402 0.0141948225
## 9 0.019727274 0.0167011457 0.009703993 0.0031659007 0.0281783295
## 10 0.043441324 0.0022734514 0.008232161 0.0044123689 0.0027872215
## 11 0.005879548 0.0104511177 0.015724566 0.0164435018 0.0101204159
## 12 0.008609048 0.0017019265 0.005442440 0.0288479627 0.0166479520
## 13 0.023325871 0.0249552189 0.015782183 0.0140918768 0.0083716108
## 14 0.039512670 0.0198097724 0.030475818 0.0093538918 0.0165904965
## 15 0.004542651 0.0004601013 0.010723076 0.0040069641 0.0076742108
## 16 0.001729228 0.0137213581 0.024451006 0.0136231698 0.0019594510
## 17 0.001495298 0.0148627765 0.025206946 0.0034863291 0.0067578970
## 18 0.016135867 0.0114544619 0.005234694 0.0102293172 0.0128940564
## 19 0.034637553 0.0218430388 0.003062546 0.0003178231 0.0118226880
## 20 0.040942796 0.0140207537 0.024234955 0.0142068212 0.0086044239
## 21 0.019720936 0.0186489576 0.033244470 0.0041696083 0.0044132283
## PC26.36 PC27.36 PC28.36 PC29.36 PC30.36
## 1 0.002738005 0.011030234 0.034636653 0.0091808504 0.0396765815
## 2 0.015449554 0.001235330 0.005160180 0.0005887637 0.0137612984
## 3 0.005853814 0.011773129 0.013928053 0.0144149003 0.0350874878
## 4 0.006819988 0.011248786 0.015458220 0.0062046542 0.0472040901
## 5 0.016163908 0.013996912 0.043680879 0.0232522969 0.0196662194
## 6 0.005448896 0.018845067 0.007690152 0.0143016592 0.0055766737
## 7 0.023506191 0.030570803 0.023033221 0.0311965366 0.0151084641
## 8 0.017184226 0.007296346 0.011845159 0.0093984659 0.0090634788
## 9 0.015454890 0.004233637 0.016619531 0.0044553004 0.0012666083
## 10 0.006663096 0.014710568 0.030881220 0.0103775123 0.0001298397
## 11 0.008501193 0.002377932 0.001687841 0.0104800725 0.0022724138
## 12 0.004553920 0.002824760 0.002369070 0.0153930982 0.0313193143
## 13 0.017807661 0.006331016 0.014391930 0.0080001191 0.0217540643
## 14 0.005118102 0.006343802 0.008623215 0.0068231992 0.0089795277
## 15 0.014624062 0.004040711 0.011303206 0.0111171602 0.0027024728
## 16 0.031170855 0.014719210 0.015633686 0.0088036535 0.0126018668
## 17 0.015114218 0.007009808 0.040668379 0.0110291989 0.0336598463
## 18 0.024440115 0.010963900 0.002514636 0.0107530676 0.0088741855
## 19 0.011333390 0.012162201 0.010802360 0.0235170135 0.0020808158
## 20 0.007032989 0.006573566 0.020142061 0.0292389054 0.0201803444
## 21 0.033307539 0.009299084 0.017779494 0.0125933448 0.0140681962
## PC31.36 PC32.36 PC33.36 PC34.36 PC35.36
## 1 0.008333490 0.009724327 0.004295345 0.0115100049 0.037944145
## 2 0.001719340 0.015130442 0.020596939 0.0337535404 0.006598693
## 3 0.006263718 0.007041298 0.007876113 0.0145056557 0.019847812
## 4 0.001692669 0.008458964 0.017022131 0.0009184801 0.037991130
## 5 0.010154236 0.022280202 0.002239369 0.0123471766 0.006373069
## 6 0.008902280 0.038486901 0.029518052 0.0115448747 0.008139444
## 7 0.037636745 0.020824063 0.017216513 0.0208803279 0.017956477
## 8 0.027537548 0.004715103 0.024715882 0.0311409980 0.004184547
## 9 0.031534574 0.014918296 0.018629984 0.0186326257 0.010350318
## 10 0.008169168 0.018454614 0.029560818 0.0123647695 0.018798020
## 11 0.014119625 0.002642257 0.004917826 0.0256350722 0.006849068
## 12 0.008064735 0.027402388 0.006319330 0.0450600447 0.012806501
## 13 0.023882759 0.017211435 0.003563764 0.0117691234 0.008310335
## 14 0.005485493 0.012908750 0.003707528 0.0332421854 0.001567064
## 15 0.031780227 0.018387776 0.022650238 0.0037229312 0.009492371
## 16 0.004174359 0.002985197 0.019114751 0.0120255242 0.001355074
## 17 0.012925584 0.003322758 0.013039362 0.0240064361 0.037349451
## 18 0.006938124 0.019270154 0.014351280 0.0030622628 0.013422757
## 19 0.003181255 0.007849862 0.019647297 0.0173828316 0.014696340
## 20 0.011454586 0.002867673 0.007854659 0.0017461873 0.003523513
## 21 0.017370669 0.003597857 0.014466408 0.0040790932 0.011186146
## PC36.36 PC37.36 PC38.36 PC39.36 PC40.36
## 1 0.019721200 0.04944944 0.009883776 0.016519471 1.254353e-02
## 2 0.023176107 0.04808024 0.019885236 0.004167164 1.610367e-02
## 3 0.020685769 0.04349501 0.007439036 0.019558830 2.239831e-02
## 4 0.003877119 0.03792085 0.010920916 0.016881897 7.955152e-03
## 5 0.010947112 0.03701755 0.030976287 0.005790322 8.036488e-03
## 6 0.008770795 0.03623128 0.007465190 0.002348729 1.088616e-02
## 7 0.023148045 0.03422518 0.001936499 0.022539187 1.376366e-02
## 8 0.015669664 0.03276208 0.025308741 0.010331172 2.441338e-02
## 9 0.035065446 0.03009637 0.019489996 0.007544927 7.898263e-05
## 10 0.002855796 0.02867904 0.019406810 0.004717609 8.846041e-05
## 11 0.006267412 0.02866194 0.027859224 0.013897124 6.909191e-03
## 12 0.013685729 0.02658649 0.017914765 0.023352409 1.025992e-02
## 13 0.020877587 0.02643552 0.042190943 0.026940850 3.354874e-02
## 14 0.028213915 0.02568493 0.015024316 0.011540339 1.881309e-02
## 15 0.015741824 0.02336248 0.011820366 0.002381957 4.168525e-03
## 16 0.009789433 0.02238283 0.003711882 0.013942825 4.257383e-02
## 17 0.002304568 0.02139144 0.002080026 0.039884484 5.108845e-03
## 18 0.025463100 0.02075243 0.041365502 0.029893345 9.579026e-04
## 19 0.029624780 0.02066260 0.014887879 0.020181803 1.957879e-02
## 20 0.004219849 0.02001631 0.003643394 0.001428094 1.820152e-02
## 21 0.010576620 0.01916197 0.006130624 0.011134049 1.016935e-02
## PC41.36 PC42.36 PC43.36 PC44.36 PC45.36
## 1 5.176922e-03 0.0128414968 0.027387216 0.004782294 0.013696443
## 2 2.694603e-02 0.0376393791 0.023721813 0.016684992 0.019832347
## 3 8.467525e-03 0.0329012285 0.013574254 0.006483362 0.017747768
## 4 9.891196e-03 0.0200660088 0.013458194 0.018695727 0.006630258
## 5 2.495149e-02 0.0126875766 0.012327293 0.015332884 0.003084319
## 6 1.407954e-02 0.0247957245 0.012356058 0.032776840 0.009293799
## 7 1.823445e-02 0.0239487675 0.008844516 0.017324525 0.004533967
## 8 1.098049e-02 0.0068510931 0.007730266 0.016679772 0.025977623
## 9 8.608210e-03 0.0048972628 0.031992737 0.000470291 0.016489206
## 10 3.456438e-02 0.0183645191 0.007491548 0.055101508 0.014123210
## 11 5.362196e-02 0.0090349442 0.015147490 0.027117177 0.017325175
## 12 9.712448e-03 0.0287103854 0.006222037 0.006297690 0.001009946
## 13 1.469046e-02 0.0056022036 0.013212907 0.017285563 0.013971041
## 14 8.162331e-05 0.0034265889 0.009059190 0.003960035 0.010282711
## 15 2.063920e-02 0.0170856485 0.021299853 0.008455949 0.029359882
## 16 3.224138e-03 0.0323899044 0.007774936 0.013624847 0.006899918
## 17 1.952895e-02 0.0372960202 0.002483246 0.022276022 0.016185542
## 18 1.524526e-02 0.0356688909 0.005650095 0.038101378 0.019278250
## 19 8.043337e-03 0.0001581613 0.000414364 0.009358596 0.048810168
## 20 4.867052e-02 0.0153110504 0.001605145 0.007452958 0.001312694
## 21 3.134918e-02 0.0194639827 0.041690854 0.024902120 0.014780146
## PC46.36 PC47.36 PC48.36 PC49.36 PC50.36
## 1 0.011028103 0.014846850 0.0004276145 0.005165856 0.0148577288
## 2 0.010580637 0.009689343 0.0123531495 0.013607762 0.0082460644
## 3 0.008612097 0.023417270 0.0147734090 0.005743079 0.0219280510
## 4 0.010518328 0.010275324 0.0088465627 0.020997691 0.0158671679
## 5 0.003872223 0.008837437 0.0441306887 0.015009847 0.0014120372
## 6 0.020395223 0.030644414 0.0065670447 0.012669433 0.0067770310
## 7 0.007415926 0.004281852 0.0191164475 0.005849950 0.0165306837
## 8 0.014454409 0.024376070 0.0108418166 0.013645142 0.0003401361
## 9 0.011233530 0.015659433 0.0077271899 0.017799228 0.0147265770
## 10 0.043293162 0.006908056 0.0119862419 0.007858785 0.0077718093
## 11 0.001834548 0.022946270 0.0144279187 0.019484799 0.0339813028
## 12 0.001334873 0.017586159 0.0174346615 0.037671790 0.0145545413
## 13 0.023144132 0.015775264 0.0025162943 0.001772171 0.0005050121
## 14 0.022720178 0.014934089 0.0025083826 0.027603506 0.0123742531
## 15 0.004285109 0.023506654 0.0225095228 0.016686431 0.0247123911
## 16 0.015437185 0.018541582 0.0096764839 0.012731327 0.0205016989
## 17 0.001550490 0.004901329 0.0343466502 0.011585849 0.0113383049
## 18 0.036561553 0.022523798 0.0233592316 0.003357948 0.0181328516
## 19 0.015695294 0.016693805 0.0233890647 0.030826123 0.0102615547
## 20 0.001676173 0.011613803 0.0056535034 0.048671768 0.0275296022
## 21 0.015754227 0.027899756 0.0186522351 0.005286181 0.0258272228
## PC51.36 PC52.36 PC53.36 PC54.36 PC55.36
## 1 0.0257723443 0.010937998 0.0010831601 0.0153962332 0.0134792462
## 2 0.0055778764 0.022300422 0.0098949963 0.0021540562 0.0228900802
## 3 0.0142356650 0.006706854 0.0043644760 0.0079230424 0.0016213797
## 4 0.0078240958 0.022273503 0.0123513819 0.0002232964 0.0169745055
## 5 0.0227222457 0.005435733 0.0003310062 0.0319835895 0.0276264632
## 6 0.0189293903 0.012817131 0.0112425240 0.0129525274 0.0087715572
## 7 0.0379471377 0.008881274 0.0035079314 0.0166824679 0.0104525930
## 8 0.0028951549 0.006215324 0.0089149065 0.0007387733 0.0192628629
## 9 0.0080287803 0.020504678 0.0091205337 0.0252850929 0.0214486162
## 10 0.0007122451 0.021253623 0.0162096397 0.0001327207 0.0018413514
## 11 0.0079120422 0.010260133 0.0224989660 0.0009282111 0.0083899575
## 12 0.0127903893 0.006595781 0.0036184290 0.0276847937 0.0073353538
## 13 0.0023876970 0.000584539 0.0294181547 0.0102268671 0.0117759579
## 14 0.0049943191 0.021026577 0.0218063432 0.0229360323 0.0016926755
## 15 0.0174451145 0.037332067 0.0019002684 0.0261463582 0.0097246318
## 16 0.0289123414 0.021633326 0.0403311456 0.0005479920 0.0506128239
## 17 0.0108721330 0.003786968 0.0114923788 0.0255463749 0.0322956348
## 18 0.0027691381 0.012012841 0.0220259129 0.0111204576 0.0003648512
## 19 0.0239340125 0.005630739 0.0023678486 0.0040966143 0.0234174752
## 20 0.0225559026 0.026505585 0.0067752280 0.0047643213 0.0120984899
## 21 0.0348999035 0.015408438 0.0240816375 0.0049659548 0.0207779032
## PC56.36 PC57.36 PC58.36 PC59.36 PC60.36
## 1 0.0058437591 0.0348968597 0.0081864685 0.008276918 0.0149502251
## 2 0.0066379636 0.0150600203 0.0125730627 0.007086312 0.0161317622
## 3 0.0178425836 0.0363386915 0.0275029508 0.003690235 0.0059780048
## 4 0.0305796396 0.0504030134 0.0228740493 0.017008859 0.0200689902
## 5 0.0173797478 0.0005879765 0.0144710664 0.003757723 0.0193812336
## 6 0.0009341546 0.0110941329 0.0410441146 0.022543249 0.0174576818
## 7 0.0340629232 0.0041799317 0.0322035596 0.011445584 0.0176314357
## 8 0.0002334902 0.0077719619 0.0120318199 0.037031935 0.0154130219
## 9 0.0049754763 0.0176453904 0.0127410397 0.001824518 0.0124205041
## 10 0.0193079703 0.0249291572 0.0001651332 0.024050442 0.0024020792
## 11 0.0149906316 0.0172954496 0.0396379065 0.024000690 0.0191659143
## 12 0.0172721071 0.0114711009 0.0333398061 0.020692130 0.0047223287
## 13 0.0337877077 0.0002138958 0.0055600502 0.018075108 0.0082155131
## 14 0.0483129522 0.0101841356 0.0078136921 0.002190757 0.0009684508
## 15 0.0421240490 0.0005518043 0.0043324004 0.018429089 0.0332279822
## 16 0.0125973203 0.0006417965 0.0052174617 0.012555791 0.0015494608
## 17 0.0087096612 0.0147262760 0.0089823566 0.011496998 0.0088015811
## 18 0.0077348914 0.0191647654 0.0083703260 0.006129549 0.0069202733
## 19 0.0197683709 0.0205936246 0.0108039513 0.005840876 0.0200524530
## 20 0.0173847375 0.0089305646 0.0094859202 0.017991220 0.0008404033
## 21 0.0174283978 0.0092653191 0.0150806355 0.004575406 0.0055820639
## PC61.36 PC62.36 PC63.36 PC64.36 PC65.36
## 1 0.0028287931 8.522109e-03 0.0037994269 0.0367848004 1.738271e-02
## 2 0.0218361152 1.918823e-02 0.0030040760 0.0119618608 2.221133e-02
## 3 0.0151243999 1.690232e-03 0.0103424045 0.0075662393 1.701307e-02
## 4 0.0282726925 4.814962e-03 0.0124013487 0.0093039685 9.480562e-05
## 5 0.0068189135 9.973418e-03 0.0037094319 0.0039693320 8.179798e-03
## 6 0.0333399449 3.017350e-02 0.0149459237 0.0053521695 2.299848e-02
## 7 0.0009550841 3.938723e-03 0.0009389781 0.0020680938 2.652321e-02
## 8 0.0152383027 1.776785e-02 0.0175807696 0.0072883655 1.029196e-02
## 9 0.0189889279 2.009889e-02 0.0198613772 0.0070435772 2.828505e-02
## 10 0.0290625104 2.209401e-03 0.0070521237 0.0007189327 2.026093e-02
## 11 0.0162601209 8.681366e-03 0.0212797735 0.0207177417 1.980126e-03
## 12 0.0336465824 2.716196e-02 0.0361192561 0.0077472770 3.626377e-02
## 13 0.0211962649 6.059957e-06 0.0055376059 0.0197953117 1.557555e-02
## 14 0.0298568958 5.964385e-03 0.0137784153 0.0349634475 1.900396e-02
## 15 0.0135424983 1.501487e-02 0.0268405480 0.0072716741 8.621503e-03
## 16 0.0250534539 2.424925e-02 0.0127347178 0.0003502170 1.565995e-02
## 17 0.0178971176 1.528504e-02 0.0033183099 0.0093220298 8.236429e-03
## 18 0.0096855300 5.270374e-03 0.0104825716 0.0055515971 1.457115e-02
## 19 0.0170761427 1.404796e-02 0.0040058054 0.0067793347 1.766437e-02
## 20 0.0180262040 3.191429e-03 0.0390788541 0.0032544612 7.812256e-03
## 21 0.0033816502 2.570915e-02 0.0191843733 0.0097488212 2.494144e-02
## PC66.36 PC67.36 PC68.36
## 1 0.003434451 0.0086997299 0.0356690038
## 2 0.029049346 0.0137841742 0.0285520058
## 3 0.007969247 0.0176483759 0.0377772817
## 4 0.012938499 0.0122009359 0.0082811154
## 5 0.045767586 0.0093709160 0.0218993263
## 6 0.005718274 0.0144234737 0.0194302042
## 7 0.032522131 0.0089167304 0.0119576270
## 8 0.008172666 0.0066902351 0.0290887373
## 9 0.041175149 0.0113106749 0.0273981855
## 10 0.002539966 0.0048560626 0.0037756628
## 11 0.009463586 0.0097470611 0.0017762703
## 12 0.007197739 0.0291187126 0.0001917411
## 13 0.012839794 0.0217421688 0.0007237298
## 14 0.003949686 0.0049023949 0.0015280487
## 15 0.001465802 0.0007717288 0.0055024242
## 16 0.017530809 0.0185854598 0.0159891192
## 17 0.010521834 0.0120634646 0.0051062697
## 18 0.018929406 0.0061717717 0.0203638845
## 19 0.025584274 0.0094854078 0.0062622921
## 20 0.022745494 0.0051511631 0.0075599921
## 21 0.032972251 0.0098866706 0.0156976393
## programN.37 PC1.37 PC2.37
## 1 School.Principals 0.0319213651 0.0053827453
## 2 College.Advising 0.0203485432 0.0097748073
## 3 Arts.Administration 0.0307983700 0.0070061093
## 4 School.Psychology 0.0141583324 0.0113416191
## 5 Behavior.Analysis 0.0117921579 0.0294421418
## 6 Urban.Education 0.0281556432 0.0049106714
## 7 Social.Studies 0.0179973774 0.0006640169
## 8 Creative.Technologies 0.0063038828 0.0090436933
## 9 Intellectual.Disability.Autism 0.0044724366 0.0108282580
## 10 Cognitive.Science 0.0004729092 0.0174686632
## 11 Mathematics 0.0047741638 0.0018231510
## 12 Psychology 0.0204369257 0.0300011907
## 13 Gifted.Education 0.0092887624 0.0044125040
## 14 Communication.Sciences.and.Disorders 0.0122222491 0.0216053193
## 15 History 0.0266635454 0.0024427805
## 16 Literacy 0.0152527089 0.0077282212
## 17 Education.Technology 0.0103418372 0.0147395123
## 18 Kinesiology 0.0091969249 0.0378905028
## 19 International.and.Comparative.Education 0.0211310159 0.0213176743
## 20 Psychological.Counseling 0.0056757968 0.0301735884
## 21 Counseling.Psychology 0.0123253710 0.0297787506
## PC3.37 PC4.37 PC5.37 PC6.37 PC7.37
## 1 0.005956960 0.0014717177 0.007939695 0.009574463 0.0231181239
## 2 0.016338615 0.0086642029 0.024373204 0.014677169 0.0109723742
## 3 0.024749441 0.0064167536 0.028090936 0.009918087 0.0054056539
## 4 0.009069789 0.0053335676 0.006691396 0.036556087 0.0115102064
## 5 0.017219938 0.0091451693 0.003089912 0.011422446 0.0020994943
## 6 0.007660033 0.0119702405 0.029310308 0.007637409 0.0094355140
## 7 0.011033275 0.0056230373 0.017457209 0.031543564 0.0424431855
## 8 0.038537829 0.0179023826 0.004379405 0.016480590 0.0152499965
## 9 0.012596177 0.0176122351 0.007266336 0.012534262 0.0030055899
## 10 0.048109619 0.0224692585 0.009744760 0.012069745 0.0079184629
## 11 0.046388770 0.0087165361 0.018786976 0.007453833 0.0116994760
## 12 0.027608375 0.0004348856 0.015451342 0.001033418 0.0095060500
## 13 0.018760013 0.0173694849 0.023692494 0.002782173 0.0456860180
## 14 0.011435378 0.0216968948 0.011556281 0.031061902 0.0451035789
## 15 0.001555689 0.0021290297 0.053094195 0.005603208 0.0024226234
## 16 0.003091205 0.0340766380 0.019110208 0.002121264 0.0375735497
## 17 0.040494080 0.0014398348 0.026545860 0.003517396 0.0120136951
## 18 0.009802573 0.0022344096 0.006726859 0.010051116 0.0055717449
## 19 0.001573788 0.0026405401 0.015324399 0.015610297 0.0005809751
## 20 0.013259392 0.0271907105 0.023092825 0.018538529 0.0011510428
## 21 0.008838175 0.0129449950 0.028289532 0.017956821 0.0229427356
## PC8.37 PC9.37 PC10.37 PC11.37 PC12.37
## 1 0.0059212074 0.037217360 0.0069371263 0.003425214 0.0119833550
## 2 0.0150352054 0.001865618 0.0199292707 0.024379145 0.0016677943
## 3 0.0080879877 0.015575526 0.0017274695 0.008733401 0.0087509141
## 4 0.0160879548 0.031969633 0.0039291076 0.004100355 0.0029588824
## 5 0.0218668887 0.019010098 0.0075694465 0.006861169 0.0031847347
## 6 0.0368882006 0.020057965 0.0068444197 0.018070095 0.0054814266
## 7 0.0446486045 0.012576202 0.0041900676 0.008267224 0.0046444189
## 8 0.0294834356 0.010511664 0.0101118600 0.015184988 0.0040833160
## 9 0.0019796475 0.011453917 0.0598322356 0.011541349 0.0365367885
## 10 0.0089828445 0.009327772 0.0019688466 0.032485693 0.0015009957
## 11 0.0227874887 0.005242621 0.0266623343 0.007351706 0.0002360754
## 12 0.0114231834 0.023075020 0.0059241391 0.010645059 0.0199214405
## 13 0.0320883183 0.016162825 0.0040634158 0.005649963 0.0338970155
## 14 0.0201804760 0.003670227 0.0100800326 0.027322953 0.0030804587
## 15 0.0158731531 0.001431406 0.0028922222 0.005277345 0.0166711748
## 16 0.0338118411 0.001075257 0.0021391054 0.010792411 0.0033740289
## 17 0.0034680911 0.006246917 0.0001833444 0.007110892 0.0115521052
## 18 0.0115191229 0.003794105 0.0146540900 0.010981255 0.0239193785
## 19 0.0495759211 0.009503601 0.0015536521 0.040582918 0.0073781544
## 20 0.0006924103 0.017994401 0.0007766548 0.022709513 0.0050720745
## 21 0.0058531308 0.013784837 0.0033630092 0.014876301 0.0131818062
## PC13.37 PC14.37 PC15.37 PC16.37 PC17.37
## 1 0.0005246415 8.410295e-03 0.022816764 0.007366102 0.0011797135
## 2 0.0382673370 5.897418e-03 0.019274826 0.012794286 0.0355156853
## 3 0.0006597047 3.852231e-03 0.011251580 0.012968430 0.0039321607
## 4 0.0018835188 3.465212e-02 0.026257248 0.005438831 0.0350320756
## 5 0.0237433847 4.281211e-02 0.007447514 0.008750594 0.0240979897
## 6 0.0010188237 2.241245e-02 0.005022715 0.005434683 0.0191702590
## 7 0.0110741844 2.949527e-02 0.015840507 0.002239219 0.0225297196
## 8 0.0175345238 8.110235e-05 0.011179291 0.025003269 0.0157504987
## 9 0.0295004717 1.754253e-02 0.002130325 0.017804752 0.0077512223
## 10 0.0005854564 3.172296e-03 0.006098585 0.005252680 0.0257481358
## 11 0.0128182972 3.974568e-02 0.024119780 0.020222250 0.0046754910
## 12 0.0272607544 1.367927e-02 0.003690628 0.002127134 0.0181882465
## 13 0.0208054594 1.580501e-02 0.009377644 0.004570248 0.0252271450
## 14 0.0063129079 1.275419e-02 0.008631775 0.014593970 0.0006396479
## 15 0.0013146984 2.257531e-02 0.014450027 0.007566383 0.0086314728
## 16 0.0321135057 1.049482e-02 0.019235691 0.024823046 0.0127277050
## 17 0.0390417431 3.314764e-02 0.010398024 0.030173068 0.0251565088
## 18 0.0134701839 3.432059e-02 0.024786300 0.028416728 0.0062068874
## 19 0.0044826857 1.144092e-02 0.012250836 0.002374252 0.0060490029
## 20 0.0051420483 2.445789e-02 0.007805007 0.011878138 0.0177122036
## 21 0.0017390673 3.268060e-03 0.037758039 0.011238361 0.0103382843
## PC18.37 PC19.37 PC20.37 PC21.37 PC22.37
## 1 2.661985e-02 0.0079342186 0.012425224 0.027097453 0.0156037082
## 2 1.476401e-02 0.0142350935 0.033777986 0.004121473 0.0062544847
## 3 2.030536e-02 0.0106548427 0.032358351 0.020597602 0.0013819940
## 4 4.101515e-02 0.0018803761 0.019524309 0.023325871 0.0249552189
## 5 9.685868e-03 0.0487015961 0.013158863 0.016135867 0.0114544619
## 6 1.099369e-02 0.0172040045 0.006300514 0.010102012 0.0014797827
## 7 2.275990e-03 0.0171239647 0.005482647 0.005879548 0.0104511177
## 8 7.826559e-03 0.0276004636 0.025465545 0.023831901 0.0115289516
## 9 1.281310e-02 0.0264036125 0.037637801 0.022219744 0.0286510754
## 10 1.073604e-02 0.0291208804 0.006395776 0.029878955 0.0125719028
## 11 1.654039e-04 0.0017070405 0.037763175 0.004712244 0.0268411053
## 12 2.759587e-03 0.0003172883 0.016210052 0.024870070 0.0001755179
## 13 1.401836e-02 0.0131883277 0.001946306 0.010921504 0.0046198194
## 14 6.730579e-04 0.0210853325 0.001082123 0.008128416 0.0117285829
## 15 1.527903e-02 0.0118846673 0.004470544 0.012175998 0.0245537184
## 16 1.376332e-02 0.0129158211 0.003471058 0.007798001 0.0195599840
## 17 9.632558e-06 0.0103787766 0.006710492 0.009992637 0.0164255942
## 18 4.087607e-03 0.0139315273 0.002792422 0.023834714 0.0006358971
## 19 1.015209e-02 0.0226152703 0.016462858 0.019727274 0.0167011457
## 20 2.923849e-02 0.0198159657 0.013080943 0.043441324 0.0022734514
## 21 1.201114e-02 0.0088662990 0.016796180 0.037031157 0.0250987048
## PC23.37 PC24.37 PC25.37 PC26.37 PC27.37
## 1 0.0046287358 0.0008539759 0.012126911 0.003731927 0.034263125
## 2 0.0258136432 0.0350245697 0.018872014 0.021295014 0.012517448
## 3 0.0161133976 0.0239016203 0.023221766 0.028508931 0.004575269
## 4 0.0157821830 0.0140918768 0.008371611 0.017807661 0.006331016
## 5 0.0052346942 0.0102293172 0.012894056 0.024440115 0.010963900
## 6 0.0219094957 0.0221844936 0.012675007 0.016163908 0.013996912
## 7 0.0157245660 0.0164435018 0.010120416 0.008501193 0.002377932
## 8 0.0006137766 0.0009855782 0.053093439 0.010075115 0.027294153
## 9 0.0060574464 0.0031096402 0.014194822 0.017184226 0.007296346
## 10 0.0163724528 0.0226486866 0.006536371 0.009058300 0.033969504
## 11 0.0098161939 0.0059739319 0.018611671 0.025822425 0.004136018
## 12 0.0294770371 0.0238725407 0.041342278 0.006961634 0.009660661
## 13 0.0074840154 0.0051305775 0.037782869 0.023658391 0.023583957
## 14 0.0158609226 0.0105237618 0.033463211 0.008256672 0.014012758
## 15 0.0121147196 0.0094417861 0.005294958 0.002012743 0.013727667
## 16 0.0364706437 0.0257586828 0.018447736 0.001123319 0.014363338
## 17 0.0111433760 0.0039617487 0.019214883 0.015449554 0.001235330
## 18 0.0008849579 0.0051847978 0.003943145 0.053921207 0.029626664
## 19 0.0097039926 0.0031659007 0.028178329 0.015454890 0.004233637
## 20 0.0082321613 0.0044123689 0.002787222 0.006663096 0.014710568
## 21 0.0090361245 0.0207327968 0.008120861 0.009696782 0.008100478
## PC28.37 PC29.37 PC30.37 PC31.37 PC32.37
## 1 0.0073784583 0.0115641384 0.0163061451 0.0041917671 0.022270286
## 2 0.0106559708 0.0135158414 0.0057926046 0.0006276715 0.023731699
## 3 0.0178182088 0.0342700445 0.0161297440 0.0155797126 0.001445467
## 4 0.0143919303 0.0080001191 0.0217540643 0.0238827592 0.017211435
## 5 0.0025146364 0.0107530676 0.0088741855 0.0069381244 0.019270154
## 6 0.0436808791 0.0232522969 0.0196662194 0.0101542360 0.022280202
## 7 0.0016878406 0.0104800725 0.0022724138 0.0141196249 0.002642257
## 8 0.0334229386 0.0053218395 0.0192456939 0.0202417973 0.015027971
## 9 0.0118451590 0.0093984659 0.0090634788 0.0275375478 0.004715103
## 10 0.0117121742 0.0232502842 0.0104910231 0.0284168204 0.003474786
## 11 0.0003579466 0.0324026923 0.0019301787 0.0103903147 0.018919577
## 12 0.0298099019 0.0162989141 0.0144034104 0.0042784429 0.011893575
## 13 0.0128267284 0.0068408549 0.0035965995 0.0082478218 0.003241262
## 14 0.0236642831 0.0214350484 0.0214544959 0.0143631984 0.009577620
## 15 0.0255845394 0.0110504073 0.0484028724 0.0177599780 0.014514086
## 16 0.0068910628 0.0142890013 0.0085237419 0.0208386252 0.015781100
## 17 0.0051601802 0.0005887637 0.0137612984 0.0017193402 0.015130442
## 18 0.0110468411 0.0068904121 0.0060111648 0.0107369635 0.025043157
## 19 0.0166195309 0.0044553004 0.0012666083 0.0315345745 0.014918296
## 20 0.0308812199 0.0103775123 0.0001298397 0.0081691680 0.018454614
## 21 0.0114107699 0.0061351084 0.0024903267 0.0541618383 0.016754407
## PC33.37 PC34.37 PC35.37 PC36.37 PC37.37
## 1 0.0105086022 0.0443420097 0.004610165 0.033948985 0.0079633574
## 2 0.0118552631 0.0062683245 0.017920449 0.014725700 0.0190217040
## 3 0.0009011486 0.0091688055 0.024454564 0.026771490 0.0102853461
## 4 0.0035637641 0.0117691234 0.008310335 0.020877587 0.0264355233
## 5 0.0143512800 0.0030622628 0.013422757 0.025463100 0.0207524340
## 6 0.0022393692 0.0123471766 0.006373069 0.010947112 0.0370175504
## 7 0.0049178259 0.0256350722 0.006849068 0.006267412 0.0286619390
## 8 0.0112140731 0.0027082578 0.023695345 0.013194995 0.0127104930
## 9 0.0247158818 0.0311409980 0.004184547 0.015669664 0.0327620841
## 10 0.0018882861 0.0099352587 0.003505102 0.008819793 0.0068110633
## 11 0.0089904297 0.0087402349 0.010714334 0.002502554 0.0042662312
## 12 0.0089021714 0.0076210452 0.006059209 0.002277373 0.0114042196
## 13 0.0084695108 0.0127960320 0.022746635 0.033959883 0.0191036106
## 14 0.0141383440 0.0006488152 0.003352840 0.010613389 0.0011770102
## 15 0.0042574736 0.0230322985 0.004228707 0.013919346 0.0060609155
## 16 0.0139882628 0.0016611417 0.008963521 0.006330325 0.0146810979
## 17 0.0205969389 0.0337535404 0.006598693 0.023176107 0.0480802380
## 18 0.0318090459 0.0024198002 0.012114321 0.014210240 0.0043443554
## 19 0.0186299837 0.0186326257 0.010350318 0.035065446 0.0300963681
## 20 0.0295608177 0.0123647695 0.018798020 0.002855796 0.0286790383
## 21 0.0067040547 0.0099485392 0.026016046 0.001913292 0.0009117208
## PC38.37 PC39.37 PC40.37 PC41.37 PC42.37
## 1 0.06132880 1.922737e-02 1.045735e-03 0.037497402 0.010325309
## 2 0.04437036 1.322562e-03 1.876905e-02 0.009751090 0.005085027
## 3 0.04304557 1.190450e-02 6.646896e-03 0.010457145 0.003279043
## 4 0.04219094 2.694085e-02 3.354874e-02 0.014690462 0.005602204
## 5 0.04136550 2.989334e-02 9.579026e-04 0.015245263 0.035668891
## 6 0.03097629 5.790322e-03 8.036488e-03 0.024951492 0.012687577
## 7 0.02785922 1.389712e-02 6.909191e-03 0.053621958 0.009034944
## 8 0.02540386 2.761096e-02 1.491221e-02 0.006551731 0.028016522
## 9 0.02530874 1.033117e-02 2.441338e-02 0.010980491 0.006851093
## 10 0.02497340 1.101036e-02 7.382782e-03 0.007596383 0.015944160
## 11 0.02320611 6.482205e-04 1.167860e-02 0.027360555 0.006811210
## 12 0.02194845 2.220943e-02 1.453120e-02 0.016593848 0.005326793
## 13 0.02167831 3.177639e-02 2.223649e-02 0.027790945 0.020656333
## 14 0.02112189 1.167423e-02 4.629703e-02 0.006054332 0.021003705
## 15 0.02100426 6.512379e-06 5.594068e-03 0.012477356 0.009094251
## 16 0.02014064 1.075960e-02 1.674395e-02 0.021932168 0.009234948
## 17 0.01988524 4.167164e-03 1.610367e-02 0.026946031 0.037639379
## 18 0.01986436 1.667916e-02 1.734175e-02 0.029463084 0.019707696
## 19 0.01949000 7.544927e-03 7.898263e-05 0.008608210 0.004897263
## 20 0.01940681 4.717609e-03 8.846041e-05 0.034564383 0.018364519
## 21 0.01835832 1.120532e-03 1.763951e-02 0.005428476 0.012456939
## PC43.37 PC44.37 PC45.37 PC46.37 PC47.37
## 1 0.001054353 0.0127241139 0.0104923017 0.023839808 0.009653701
## 2 0.028797715 0.0019139992 0.0182459258 0.006393659 0.002017083
## 3 0.012522541 0.0124287559 0.0361316279 0.008812361 0.016296884
## 4 0.013212907 0.0172855631 0.0139710414 0.023144132 0.015775264
## 5 0.005650095 0.0381013780 0.0192782502 0.036561553 0.022523798
## 6 0.012327293 0.0153328844 0.0030843189 0.003872223 0.008837437
## 7 0.015147490 0.0271171771 0.0173251752 0.001834548 0.022946270
## 8 0.009297284 0.0235046652 0.0201379579 0.022286234 0.008961923
## 9 0.007730266 0.0166797718 0.0259776228 0.014454409 0.024376070
## 10 0.017425841 0.0080431641 0.0061876670 0.023450185 0.024833995
## 11 0.000795879 0.0004903914 0.0004736047 0.001786810 0.021218828
## 12 0.009967116 0.0201928208 0.0019298222 0.004117853 0.007365747
## 13 0.020324925 0.0002421774 0.0105357764 0.025985308 0.011029594
## 14 0.024645444 0.0391257924 0.0179201005 0.014918303 0.003944670
## 15 0.003859800 0.0224522737 0.0303986742 0.014451516 0.023350257
## 16 0.016538650 0.0209427478 0.0288046473 0.024974387 0.009558361
## 17 0.023721813 0.0166849922 0.0198323468 0.010580637 0.009689343
## 18 0.005760452 0.0353090663 0.0123663905 0.005400196 0.012813058
## 19 0.031992737 0.0004702910 0.0164892062 0.011233530 0.015659433
## 20 0.007491548 0.0551015080 0.0141232096 0.043293162 0.006908056
## 21 0.001661266 0.0185446976 0.0103575226 0.032467065 0.003999521
## PC48.37 PC49.37 PC50.37 PC51.37 PC52.37
## 1 1.579120e-02 0.035916739 0.0198680931 0.0010542637 0.003602526
## 2 1.394812e-02 0.000675580 0.0184273011 0.0134668851 0.027534465
## 3 8.809708e-05 0.040440421 0.0450641610 0.0017047447 0.002983082
## 4 2.516294e-03 0.001772171 0.0005050121 0.0023876970 0.000584539
## 5 2.335923e-02 0.003357948 0.0181328516 0.0027691381 0.012012841
## 6 4.413069e-02 0.015009847 0.0014120372 0.0227222457 0.005435733
## 7 1.442792e-02 0.019484799 0.0339813028 0.0079120422 0.010260133
## 8 1.081907e-02 0.023067268 0.0025410549 0.0068262164 0.027658524
## 9 1.084182e-02 0.013645142 0.0003401361 0.0028951549 0.006215324
## 10 1.234168e-02 0.018043596 0.0173358303 0.0118349531 0.015759341
## 11 1.696439e-02 0.019034109 0.0278684969 0.0285095830 0.018949358
## 12 1.011601e-02 0.019086387 0.0070881515 0.0027072325 0.003781265
## 13 2.159048e-02 0.021740957 0.0212509860 0.0115477345 0.018993334
## 14 2.005098e-02 0.007372473 0.0208309307 0.0384915651 0.004252518
## 15 4.104485e-03 0.001196755 0.0170451125 0.0465006563 0.001842569
## 16 2.553716e-02 0.018831624 0.0230699522 0.0163549630 0.003342822
## 17 1.235315e-02 0.013607762 0.0082460644 0.0055778764 0.022300422
## 18 4.135378e-03 0.025434165 0.0019009680 0.0062218989 0.017400543
## 19 7.727190e-03 0.017799228 0.0147265770 0.0080287803 0.020504678
## 20 1.198624e-02 0.007858785 0.0077718093 0.0007122451 0.021253623
## 21 6.027365e-03 0.001924934 0.0188253504 0.0081814114 0.013774740
## PC53.37 PC54.37 PC55.37 PC56.37 PC57.37
## 1 0.0067532476 0.0206846249 0.0229972681 0.0081600580 1.543993e-02
## 2 0.0079700799 0.0027662226 0.0045494981 0.0181389022 5.190003e-05
## 3 0.0033514398 0.0153960358 0.0019092258 0.0220527414 1.894987e-02
## 4 0.0294181547 0.0102268671 0.0117759579 0.0337877077 2.138958e-04
## 5 0.0220259129 0.0111204576 0.0003648512 0.0077348914 1.916477e-02
## 6 0.0003310062 0.0319835895 0.0276264632 0.0173797478 5.879765e-04
## 7 0.0224989660 0.0009282111 0.0083899575 0.0149906316 1.729545e-02
## 8 0.0026353835 0.0026470887 0.0168570773 0.0009952676 2.822010e-03
## 9 0.0089149065 0.0007387733 0.0192628629 0.0002334902 7.771962e-03
## 10 0.0212736010 0.0232615693 0.0206463817 0.0001945403 2.990427e-02
## 11 0.0239896580 0.0229405306 0.0199564132 0.0014114125 3.457381e-02
## 12 0.0012413394 0.0117976569 0.0125689956 0.0145767767 2.333531e-02
## 13 0.0068510418 0.0090353732 0.0107914432 0.0206791847 1.081437e-03
## 14 0.0264895088 0.0154717497 0.0099702683 0.0171239753 2.042082e-02
## 15 0.0334005615 0.0222085762 0.0150609786 0.0266252000 2.165776e-02
## 16 0.0049581117 0.0329088967 0.0127457601 0.0212585522 4.880840e-03
## 17 0.0098949963 0.0021540562 0.0228900802 0.0066379636 1.506002e-02
## 18 0.0003121021 0.0008153605 0.0002492435 0.0013329334 2.405965e-03
## 19 0.0091205337 0.0252850929 0.0214486162 0.0049754763 1.764539e-02
## 20 0.0162096397 0.0001327207 0.0018413514 0.0193079703 2.492916e-02
## 21 0.0245576490 0.0017917463 0.0210675244 0.0049683435 1.933771e-04
## PC58.37 PC59.37 PC60.37 PC61.37 PC62.37
## 1 0.0257238149 0.0032378700 0.017245770 0.005899460 3.462131e-03
## 2 0.0097139029 0.0465074616 0.032789130 0.005858272 8.746826e-03
## 3 0.0057354535 0.0177952340 0.010903014 0.007424051 1.287913e-02
## 4 0.0055600502 0.0180751076 0.008215513 0.021196265 6.059957e-06
## 5 0.0083703260 0.0061295494 0.006920273 0.009685530 5.270374e-03
## 6 0.0144710664 0.0037577225 0.019381234 0.006818913 9.973418e-03
## 7 0.0396379065 0.0240006900 0.019165914 0.016260121 8.681366e-03
## 8 0.0055128938 0.0008688294 0.022336711 0.001179959 6.944575e-03
## 9 0.0120318199 0.0370319347 0.015413022 0.015238303 1.776785e-02
## 10 0.0131431079 0.0414309789 0.027264944 0.023387615 1.506825e-02
## 11 0.0005703724 0.0018083873 0.007134135 0.028753872 2.258192e-03
## 12 0.0436314943 0.0047447292 0.012193222 0.039390116 1.758764e-02
## 13 0.0044385602 0.0053523100 0.011257774 0.010321521 2.376579e-02
## 14 0.0365678794 0.0002426167 0.002771308 0.014388079 1.245792e-02
## 15 0.0094062669 0.0064088133 0.003552943 0.026546418 2.305947e-02
## 16 0.0320283684 0.0203038577 0.010942833 0.008456194 1.092215e-02
## 17 0.0125730627 0.0070863118 0.016131762 0.021836115 1.918823e-02
## 18 0.0205310620 0.0126578077 0.030495142 0.010446085 1.434160e-03
## 19 0.0127410397 0.0018245179 0.012420504 0.018988928 2.009889e-02
## 20 0.0001651332 0.0240504419 0.002402079 0.029062510 2.209401e-03
## 21 0.0046913547 0.0446585875 0.015132981 0.011348932 1.915041e-04
## PC63.37 PC64.37 PC65.37 PC66.37 PC67.37
## 1 0.002854494 0.0119159451 0.002351855 0.0136040025 0.008621536
## 2 0.002526312 0.0182435517 0.008007964 0.0163192854 0.013331157
## 3 0.021296507 0.0043032116 0.025370498 0.0050156885 0.023712651
## 4 0.005537606 0.0197953117 0.015575552 0.0128397942 0.021742169
## 5 0.010482572 0.0055515971 0.014571146 0.0189294059 0.006171772
## 6 0.003709432 0.0039693320 0.008179798 0.0457675855 0.009370916
## 7 0.021279774 0.0207177417 0.001980126 0.0094635860 0.009747061
## 8 0.025170782 0.0237099683 0.032287596 0.0041561796 0.023535112
## 9 0.017580770 0.0072883655 0.010291958 0.0081726655 0.006690235
## 10 0.007320984 0.0112315049 0.020280848 0.0239027676 0.020705462
## 11 0.006231804 0.0229996852 0.004484612 0.0494768452 0.014794432
## 12 0.019908384 0.0197979805 0.011752855 0.0176840542 0.058267886
## 13 0.039822685 0.0022061130 0.010377480 0.0074317565 0.016020983
## 14 0.005536458 0.0176567713 0.010379992 0.0001655415 0.001124378
## 15 0.020584123 0.0079861148 0.020139894 0.0222696638 0.030188273
## 16 0.023620548 0.0370467756 0.003178783 0.0098987956 0.019402486
## 17 0.003004076 0.0119618608 0.022211332 0.0290493460 0.013784174
## 18 0.052164793 0.0157589581 0.012874701 0.0205706554 0.020871651
## 19 0.019861377 0.0070435772 0.028285048 0.0411751488 0.011310675
## 20 0.007052124 0.0007189327 0.020260927 0.0025399664 0.004856063
## 21 0.031977539 0.0016717793 0.021461798 0.0021790031 0.022118439
## PC68.37 programN.38 PC1.38 PC2.38
## 1 0.0140855684 Education.Policy 0.032326716 0.008793870
## 2 0.0221388427 Philosophy 0.007190035 0.005726372
## 3 0.0237488777 English.Education 0.009278718 0.003928365
## 4 0.0007237298 Diabetes.Education 0.001346140 0.029004561
## 5 0.0203638845 Curriculum.and.Teaching 0.006396429 0.020275903
## 6 0.0218993263 Gifted.Education 0.009288762 0.004412504
## 7 0.0017762703 Behavior.Analysis 0.011792158 0.029442142
## 8 0.0017110830 Politics 0.031089218 0.016924948
## 9 0.0290887373 Creative.Technologies 0.006303883 0.009043693
## 10 0.0299029717 School.Psychology 0.014158332 0.011341619
## 11 0.0059881318 Early.Childhood.Education 0.016317549 0.002736457
## 12 0.0142583315 Higher.and.Postsecondary.Education 0.007527071 0.011385278
## 13 0.0199395695 Linguistics 0.004947331 0.007329538
## 14 0.0214321773 Change.Leadership 0.039864893 0.001507808
## 15 0.0013267173 Education.Leadership 0.023981758 0.004788017
## 16 0.0093175439 Physiology 0.014574071 0.036751371
## 17 0.0285520058 Psychology 0.020436926 0.030001191
## 18 0.0024669852 Movement.Science 0.013342467 0.022352574
## 19 0.0273981855 Developmental.Psychology 0.013462310 0.022812501
## 20 0.0037756628 Sociology 0.021582333 0.024251895
## 21 0.0416938066 Inclusive.Education 0.017061507 0.010920638
## PC3.38 PC4.38 PC5.38 PC6.38 PC7.38
## 1 0.0080993748 0.0114610317 0.001533022 0.0012701672 0.036992321
## 2 0.0015601839 0.0092148381 0.021638555 0.0219661202 0.001496165
## 3 0.0054881232 0.0531405663 0.009994085 0.0057419804 0.008528871
## 4 0.0050051172 0.0020001112 0.003031366 0.0193392395 0.020485282
## 5 0.0124009592 0.0210893447 0.002122926 0.0169547295 0.003075818
## 6 0.0187600132 0.0173694849 0.023692494 0.0027821733 0.045686018
## 7 0.0172199379 0.0091451693 0.003089912 0.0114224457 0.002099494
## 8 0.0029590339 0.0239706237 0.007268134 0.0004427211 0.006830126
## 9 0.0385378293 0.0179023826 0.004379405 0.0164805896 0.015249997
## 10 0.0090697886 0.0053335676 0.006691396 0.0365560870 0.011510206
## 11 0.0021324511 0.0260539388 0.013054109 0.0121212730 0.020794978
## 12 0.0130459674 0.0046004348 0.030822677 0.0402722606 0.018306981
## 13 0.0065879987 0.0541071873 0.020840874 0.0025245649 0.023404781
## 14 0.0131650993 0.0212088348 0.009947538 0.0187839045 0.004456839
## 15 0.0006161223 0.0141566868 0.025750436 0.0036752154 0.014110727
## 16 0.0037967058 0.0192356188 0.005857138 0.0047655130 0.008507044
## 17 0.0276083755 0.0004348856 0.015451342 0.0010334181 0.009506050
## 18 0.0138144761 0.0083708817 0.002063737 0.0278264018 0.003963575
## 19 0.0003474403 0.0001572700 0.010744894 0.0006575599 0.001440343
## 20 0.0045334295 0.0278952166 0.002804944 0.0061365878 0.011291739
## 21 0.0032186462 0.0005861185 0.022383499 0.0297825498 0.015254051
## PC8.38 PC9.38 PC10.38 PC11.38 PC12.38
## 1 9.551069e-04 0.024343303 0.013223084 0.004030113 0.002593966
## 2 7.367468e-03 0.001982901 0.062273522 0.002398438 0.027856695
## 3 7.304312e-03 0.005619475 0.027426394 0.005615917 0.007881216
## 4 3.436564e-02 0.025550739 0.008382366 0.002027595 0.001307258
## 5 1.123537e-02 0.044147375 0.002463690 0.027151937 0.005730825
## 6 3.208832e-02 0.016162825 0.004063416 0.005649963 0.033897016
## 7 2.186689e-02 0.019010098 0.007569447 0.006861169 0.003184735
## 8 2.075811e-02 0.009224028 0.022459779 0.007698439 0.004691874
## 9 2.948344e-02 0.010511664 0.010111860 0.015184988 0.004083316
## 10 1.608795e-02 0.031969633 0.003929108 0.004100355 0.002958882
## 11 3.302844e-02 0.021549936 0.019640020 0.007100216 0.001455092
## 12 1.236000e-02 0.025183963 0.016280982 0.008863708 0.024975287
## 13 1.706246e-02 0.012953165 0.034366643 0.010976296 0.003705706
## 14 4.742287e-05 0.003735709 0.017923522 0.013937434 0.002607609
## 15 1.261220e-02 0.002085505 0.038295848 0.018007502 0.019437492
## 16 1.210306e-02 0.013003430 0.009989580 0.035003992 0.016826299
## 17 1.142318e-02 0.023075020 0.005924139 0.010645059 0.019921440
## 18 1.000377e-02 0.010125142 0.029095870 0.011764498 0.017848456
## 19 2.501155e-02 0.031895777 0.035366292 0.019135039 0.017596192
## 20 7.061468e-03 0.001296332 0.015074211 0.026223389 0.008732706
## 21 7.121800e-03 0.009367531 0.018008326 0.035648246 0.013713649
## PC13.38 PC14.38 PC15.38 PC16.38 PC17.38
## 1 0.0087899478 8.786270e-04 0.0225678144 0.012958470 0.010287359
## 2 0.0270965984 4.783504e-02 0.0050924287 0.001859075 0.010363966
## 3 0.0034628875 7.916287e-04 0.0242523151 0.024049301 0.008898726
## 4 0.0224833564 1.161929e-04 0.0249082768 0.011650159 0.004988348
## 5 0.0151856779 9.766448e-03 0.0484631208 0.027299040 0.018711407
## 6 0.0208054594 1.580501e-02 0.0093776443 0.004570248 0.025227145
## 7 0.0237433847 4.281211e-02 0.0074475140 0.008750594 0.024097990
## 8 0.0041233037 1.410260e-02 0.0100466174 0.020743826 0.016599494
## 9 0.0175345238 8.110235e-05 0.0111792907 0.025003269 0.015750499
## 10 0.0018835188 3.465212e-02 0.0262572483 0.005438831 0.035032076
## 11 0.0251107596 3.195039e-03 0.0261418507 0.032150140 0.024998248
## 12 0.0073904401 6.721013e-03 0.0006386207 0.024005827 0.007888218
## 13 0.0193361508 2.950900e-03 0.0103048342 0.014187673 0.003914251
## 14 0.0073583512 1.462565e-02 0.0120026413 0.011577729 0.010627783
## 15 0.0134708181 5.203234e-02 0.0166055939 0.005221424 0.036383962
## 16 0.0110960670 1.699382e-04 0.0058982743 0.018227567 0.009026677
## 17 0.0272607544 1.367927e-02 0.0036906284 0.002127134 0.018188247
## 18 0.0281853960 6.807376e-03 0.0049308252 0.051505417 0.012435917
## 19 0.0241897580 2.288102e-04 0.0088213466 0.027479349 0.046078191
## 20 0.0003873450 2.056018e-02 0.0091526378 0.008549125 0.007730911
## 21 0.0006533485 1.226104e-02 0.0203852487 0.012446626 0.028783254
## PC18.38 PC19.38 PC20.38 PC21.38 PC22.38
## 1 0.0140662409 0.0308284293 0.031274059 0.0052381018 0.0173406772
## 2 0.0248252745 0.0126087472 0.010017276 0.0001345493 0.0081868980
## 3 0.0373760421 0.0296107076 0.022473493 0.0119503698 0.0140340932
## 4 0.0457028055 0.0125205399 0.005576673 0.0014952977 0.0148627765
## 5 0.0059827228 0.0296917069 0.016885039 0.0028654487 0.0207473082
## 6 0.0140183587 0.0131883277 0.001946306 0.0109215036 0.0046198194
## 7 0.0096858683 0.0487015961 0.013158863 0.0161358669 0.0114544619
## 8 0.0008684669 0.0120288599 0.009796412 0.0137070601 0.0370342785
## 9 0.0078265585 0.0276004636 0.025465545 0.0238319011 0.0115289516
## 10 0.0410151501 0.0018803761 0.019524309 0.0233258709 0.0249552189
## 11 0.0099390354 0.0010155083 0.028130418 0.0171683156 0.0160529655
## 12 0.0093953359 0.0296206063 0.022506086 0.0305448728 0.0142068481
## 13 0.0034113469 0.0181704762 0.015847075 0.0054693550 0.0022308909
## 14 0.0074264591 0.0084128302 0.005304519 0.0086090480 0.0017019265
## 15 0.0093520641 0.0075668795 0.011437563 0.0120367742 0.0064925523
## 16 0.0149678383 0.0122783413 0.021873948 0.0014018943 0.0086863685
## 17 0.0027595875 0.0003172883 0.016210052 0.0248700697 0.0001755179
## 18 0.0223233990 0.0095651534 0.023047859 0.0224158755 0.0265998613
## 19 0.0166098046 0.0027765216 0.004382109 0.0346375529 0.0218430388
## 20 0.0332793784 0.0387235928 0.003486161 0.0240717349 0.0233573982
## 21 0.0449375971 0.0109104699 0.013056997 0.0002768048 0.0121534748
## PC23.38 PC24.38 PC25.38 PC26.38 PC27.38
## 1 0.0098869562 0.0082556316 0.0089415613 0.002081881 0.012823729
## 2 0.0252781095 0.0248918791 0.0142626029 0.003045321 0.002932434
## 3 0.0073401987 0.0269439299 0.0029602518 0.017200132 0.027199242
## 4 0.0252069458 0.0034863291 0.0067578970 0.015114218 0.007009808
## 5 0.0115293853 0.0248510128 0.0168177139 0.006701263 0.003219144
## 6 0.0074840154 0.0051305775 0.0377828691 0.023658391 0.023583957
## 7 0.0052346942 0.0102293172 0.0128940564 0.024440115 0.010963900
## 8 0.0332291872 0.0092151373 0.0293152820 0.002205597 0.016776723
## 9 0.0006137766 0.0009855782 0.0530934386 0.010075115 0.027294153
## 10 0.0157821830 0.0140918768 0.0083716108 0.017807661 0.006331016
## 11 0.0265951318 0.0384892121 0.0118781100 0.010273766 0.013511713
## 12 0.0062735829 0.0063630024 0.0106783307 0.044790612 0.002534821
## 13 0.0022464918 0.0431221266 0.0069656442 0.027820804 0.023849425
## 14 0.0054424395 0.0288479627 0.0166479520 0.004553920 0.002824760
## 15 0.0250909792 0.0076141741 0.0108427881 0.007009874 0.027882938
## 16 0.0061604518 0.0091902405 0.0132747965 0.023506191 0.030570803
## 17 0.0294770371 0.0238725407 0.0413422780 0.006961634 0.009660661
## 18 0.0022159831 0.0246291856 0.0395338986 0.007545436 0.006170652
## 19 0.0030625463 0.0003178231 0.0118226880 0.011333390 0.012162201
## 20 0.0146476061 0.0371095575 0.0005793825 0.005853814 0.011773129
## 21 0.0227894270 0.0244319393 0.0230774302 0.031646744 0.004983032
## PC28.38 PC29.38 PC30.38 PC31.38 PC32.38
## 1 0.0043735977 0.002958133 0.018099459 0.014539385 0.0248997503
## 2 0.0180404239 0.003481406 0.007295083 0.001202209 0.0218181559
## 3 0.0127030288 0.016462168 0.029320502 0.010651582 0.0200756744
## 4 0.0406683788 0.011029199 0.033659846 0.012925584 0.0033227582
## 5 0.0226700029 0.013510914 0.004357482 0.005976028 0.0099387450
## 6 0.0128267284 0.006840855 0.003596600 0.008247822 0.0032412624
## 7 0.0025146364 0.010753068 0.008874186 0.006938124 0.0192701540
## 8 0.0037381892 0.018598888 0.001219636 0.027985270 0.0420744340
## 9 0.0334229386 0.005321840 0.019245694 0.020241797 0.0150279708
## 10 0.0143919303 0.008000119 0.021754064 0.023882759 0.0172114354
## 11 0.0114065064 0.022090320 0.031967155 0.004969600 0.0185987087
## 12 0.0051737310 0.022239110 0.015189626 0.025997518 0.0002837276
## 13 0.0040261805 0.001481527 0.009979675 0.015263706 0.0162663946
## 14 0.0023690702 0.015393098 0.031319314 0.008064735 0.0274023880
## 15 0.0084579786 0.004275274 0.014400389 0.003058439 0.0104223994
## 16 0.0230332210 0.031196537 0.015108464 0.037636745 0.0208240629
## 17 0.0298099019 0.016298914 0.014403410 0.004278443 0.0118935751
## 18 0.0006502502 0.007945921 0.004798055 0.018721575 0.0017220402
## 19 0.0108023605 0.023517013 0.002080816 0.003181255 0.0078498621
## 20 0.0139280529 0.014414900 0.035087488 0.006263718 0.0070412983
## 21 0.0307676886 0.013948056 0.042075860 0.004499735 0.0119160664
## PC33.38 PC34.38 PC35.38 PC36.38 PC37.38
## 1 0.009103053 0.003027098 0.0149223121 0.0234782867 0.007409106
## 2 0.008727249 0.010751173 0.0214846867 0.0329686349 0.010066207
## 3 0.003195137 0.027047001 0.0074471883 0.0006196092 0.014537090
## 4 0.013039362 0.024006436 0.0373494506 0.0023045681 0.021391443
## 5 0.024268889 0.007903039 0.0011581776 0.0021875264 0.002132852
## 6 0.008469511 0.012796032 0.0227466346 0.0339598834 0.019103611
## 7 0.014351280 0.003062263 0.0134227570 0.0254631000 0.020752434
## 8 0.002870768 0.010400379 0.0133473051 0.0173872873 0.001571913
## 9 0.011214073 0.002708258 0.0236953447 0.0131949955 0.012710493
## 10 0.003563764 0.011769123 0.0083103352 0.0208775866 0.026435523
## 11 0.003785468 0.007694494 0.0127757896 0.0059912201 0.006662558
## 12 0.019893931 0.026455511 0.0321950263 0.0066077647 0.000581169
## 13 0.025632995 0.007418273 0.0140772299 0.0067088770 0.001442340
## 14 0.006319330 0.045060045 0.0128065007 0.0136857294 0.026586491
## 15 0.011672242 0.026510674 0.0001300507 0.0090120708 0.008536677
## 16 0.017216513 0.020880328 0.0179564765 0.0231480447 0.034225183
## 17 0.008902171 0.007621045 0.0060592091 0.0022773733 0.011404220
## 18 0.016836679 0.013186901 0.0147790986 0.0280928484 0.005949953
## 19 0.019647297 0.017382832 0.0146963403 0.0296247802 0.020662605
## 20 0.007876113 0.014505656 0.0198478117 0.0206857688 0.043495013
## 21 0.003290470 0.017535822 0.0117784596 0.0058763136 0.017559624
## PC38.38 PC39.38 PC40.38 PC41.38 PC42.38
## 1 0.011824113 0.05718338 0.0098601246 1.419881e-02 0.0111293600
## 2 0.010748328 0.04839365 0.0075559333 9.676640e-03 0.0153248634
## 3 0.007350681 0.03993789 0.0019282402 4.918339e-03 0.0017126056
## 4 0.002080026 0.03988448 0.0051088455 1.952895e-02 0.0372960202
## 5 0.017632292 0.03426540 0.0126524986 8.513003e-03 0.0129162100
## 6 0.021678306 0.03177639 0.0222364850 2.779095e-02 0.0206563328
## 7 0.041365502 0.02989334 0.0009579026 1.524526e-02 0.0356688909
## 8 0.014884835 0.02821064 0.0254883104 8.059540e-03 0.0203633106
## 9 0.025403862 0.02761096 0.0149122081 6.551731e-03 0.0280165217
## 10 0.042190943 0.02694085 0.0335487365 1.469046e-02 0.0056022036
## 11 0.011242512 0.02400576 0.0267822260 2.199111e-02 0.0269201528
## 12 0.002713510 0.02376273 0.0068078448 2.964824e-02 0.0100330149
## 13 0.012314012 0.02374401 0.0218981520 5.180017e-05 0.0063401439
## 14 0.017914765 0.02335241 0.0102599234 9.712448e-03 0.0287103854
## 15 0.006155270 0.02261321 0.0032526810 1.157027e-02 0.0348319425
## 16 0.001936499 0.02253919 0.0137636615 1.823445e-02 0.0239487675
## 17 0.021948453 0.02220943 0.0145312009 1.659385e-02 0.0053267933
## 18 0.010549189 0.02124026 0.0369623465 2.313443e-03 0.0127048526
## 19 0.014887879 0.02018180 0.0195787940 8.043337e-03 0.0001581613
## 20 0.007439036 0.01955883 0.0223983143 8.467525e-03 0.0329012285
## 21 0.008483998 0.01944366 0.0049116173 1.654482e-02 0.0068041554
## PC43.38 PC44.38 PC45.38 PC46.38 PC47.38
## 1 0.020189483 0.0050311870 2.983166e-02 0.016048174 0.063725161
## 2 0.017100043 0.0142447850 7.544264e-03 0.006735028 0.040879558
## 3 0.002421392 0.0281666589 1.047668e-02 0.015160754 0.002406753
## 4 0.002483246 0.0222760224 1.618554e-02 0.001550490 0.004901329
## 5 0.010799224 0.0039900158 7.330942e-03 0.002109297 0.006442321
## 6 0.020324925 0.0002421774 1.053578e-02 0.025985308 0.011029594
## 7 0.005650095 0.0381013780 1.927825e-02 0.036561553 0.022523798
## 8 0.006375211 0.0012015240 1.221618e-02 0.015229575 0.004067766
## 9 0.009297284 0.0235046652 2.013796e-02 0.022286234 0.008961923
## 10 0.013212907 0.0172855631 1.397104e-02 0.023144132 0.015775264
## 11 0.019150156 0.0031657556 2.575223e-02 0.007428793 0.004845564
## 12 0.015526534 0.0119409846 6.457963e-03 0.017285922 0.013472409
## 13 0.007193893 0.0319733797 1.280308e-03 0.003594276 0.015753084
## 14 0.006222037 0.0062976900 1.009946e-03 0.001334873 0.017586159
## 15 0.017869632 0.0150544850 3.194426e-02 0.006517117 0.014022444
## 16 0.008844516 0.0173245255 4.533967e-03 0.007415926 0.004281852
## 17 0.009967116 0.0201928208 1.929822e-03 0.004117853 0.007365747
## 18 0.029189045 0.0173184981 1.161915e-06 0.021883359 0.008104742
## 19 0.000414364 0.0093585961 4.881017e-02 0.015695294 0.016693805
## 20 0.013574254 0.0064833617 1.774777e-02 0.008612097 0.023417270
## 21 0.025870268 0.0210734158 2.270468e-02 0.019649372 0.021996065
## PC48.38 PC49.38 PC50.38 PC51.38 PC52.38
## 1 0.0017749367 0.034874201 0.0254895324 8.010124e-03 0.004199199
## 2 0.0122272684 0.008975692 0.0013177707 3.230873e-02 0.005803143
## 3 0.0476914612 0.014883303 0.0080353999 6.677501e-04 0.022416943
## 4 0.0343466502 0.011585849 0.0113383049 1.087213e-02 0.003786968
## 5 0.0005942735 0.030270919 0.0155641485 1.886517e-02 0.011721599
## 6 0.0215904783 0.021740957 0.0212509860 1.154773e-02 0.018993334
## 7 0.0233592316 0.003357948 0.0181328516 2.769138e-03 0.012012841
## 8 0.0214152455 0.008644322 0.0009013305 2.131084e-02 0.026298120
## 9 0.0108190716 0.023067268 0.0025410549 6.826216e-03 0.027658524
## 10 0.0025162943 0.001772171 0.0005050121 2.387697e-03 0.000584539
## 11 0.0534654011 0.007169404 0.0029971363 1.334421e-02 0.004402327
## 12 0.0172595371 0.001264596 0.0223537131 7.432091e-03 0.015030708
## 13 0.0080186210 0.001047132 0.0054458274 5.053185e-05 0.010399101
## 14 0.0174346615 0.037671790 0.0145545413 1.279039e-02 0.006595781
## 15 0.0069289708 0.011638277 0.0173617651 5.893053e-03 0.009767312
## 16 0.0191164475 0.005849950 0.0165306837 3.794714e-02 0.008881274
## 17 0.0101160141 0.019086387 0.0070881515 2.707232e-03 0.003781265
## 18 0.0089131138 0.010557901 0.0055357245 1.992136e-02 0.009049887
## 19 0.0233890647 0.030826123 0.0102615547 2.393401e-02 0.005630739
## 20 0.0147734090 0.005743079 0.0219280510 1.423567e-02 0.006706854
## 21 0.0032544164 0.005851927 0.0061513152 3.929382e-02 0.033265264
## PC53.38 PC54.38 PC55.38 PC56.38 PC57.38
## 1 0.007801080 0.001199453 0.0037855934 0.0007189096 0.0035200914
## 2 0.041461345 0.011836283 0.0077361124 0.0116623813 0.0029292353
## 3 0.004682859 0.009804507 0.0003477724 0.0338410841 0.0067994928
## 4 0.011492379 0.025546375 0.0322956348 0.0087096612 0.0147262760
## 5 0.008416412 0.030068502 0.0118851146 0.0415885848 0.0054253755
## 6 0.006851042 0.009035373 0.0107914432 0.0206791847 0.0010814374
## 7 0.022025913 0.011120458 0.0003648512 0.0077348914 0.0191647654
## 8 0.035015634 0.016470599 0.0238570168 0.0080749649 0.0183184898
## 9 0.002635383 0.002647089 0.0168570773 0.0009952676 0.0028220103
## 10 0.029418155 0.010226867 0.0117759579 0.0337877077 0.0002138958
## 11 0.009516992 0.006698808 0.0067861623 0.0061490947 0.0278880309
## 12 0.007303563 0.004293907 0.0346327047 0.0038938297 0.0060888693
## 13 0.005039820 0.015621211 0.0375884773 0.0067186803 0.0241736063
## 14 0.003618429 0.027684794 0.0073353538 0.0172721071 0.0114711009
## 15 0.024314447 0.017144555 0.0324275632 0.0196462852 0.0158506812
## 16 0.003507931 0.016682468 0.0104525930 0.0340629232 0.0041799317
## 17 0.001241339 0.011797657 0.0125689956 0.0145767767 0.0233353058
## 18 0.012093233 0.011723738 0.0019360316 0.0031441580 0.0104315489
## 19 0.002367849 0.004096614 0.0234174752 0.0197683709 0.0205936246
## 20 0.004364476 0.007923042 0.0016213797 0.0178425836 0.0363386915
## 21 0.001446061 0.012582795 0.0109562284 0.0011959113 0.0203059421
## PC58.38 PC59.38 PC60.38 PC61.38 PC62.38
## 1 0.0178475038 0.0058907620 0.014634281 0.0154819272 2.165209e-02
## 2 0.0013623026 0.0110865822 0.006877797 0.0018256404 4.763906e-04
## 3 0.0045794819 0.0035929535 0.002110425 0.0116719379 6.513001e-03
## 4 0.0089823566 0.0114969983 0.008801581 0.0178971176 1.528504e-02
## 5 0.0192126686 0.0155819095 0.008662676 0.0174207142 3.912263e-04
## 6 0.0044385602 0.0053523100 0.011257774 0.0103215209 2.376579e-02
## 7 0.0083703260 0.0061295494 0.006920273 0.0096855300 5.270374e-03
## 8 0.0116716019 0.0049112652 0.013655856 0.0288153660 3.732392e-02
## 9 0.0055128938 0.0008688294 0.022336711 0.0011799586 6.944575e-03
## 10 0.0055600502 0.0180751076 0.008215513 0.0211962649 6.059957e-06
## 11 0.0131300471 0.0119149345 0.028497727 0.0066982154 4.934480e-03
## 12 0.0330127589 0.0146032574 0.003578772 0.0378627010 5.669022e-04
## 13 0.0030323568 0.0530815041 0.003391995 0.0181095413 3.451716e-04
## 14 0.0333398061 0.0206921302 0.004722329 0.0336465824 2.716196e-02
## 15 0.0009472866 0.0142924798 0.014205217 0.0054475466 4.752531e-02
## 16 0.0322035596 0.0114455837 0.017631436 0.0009550841 3.938723e-03
## 17 0.0436314943 0.0047447292 0.012193222 0.0393901162 1.758764e-02
## 18 0.0053606678 0.0107233646 0.011286181 0.0059417241 2.343193e-02
## 19 0.0108039513 0.0058408764 0.020052453 0.0170761427 1.404796e-02
## 20 0.0275029508 0.0036902351 0.005978005 0.0151243999 1.690232e-03
## 21 0.0113508668 0.0170113237 0.017833043 0.0169844203 6.758373e-04
## PC63.38 PC64.38 PC65.38 PC66.38 PC67.38
## 1 0.0038688521 0.014446847 0.004608666 0.004189666 0.0037679986
## 2 0.0122467613 0.004903976 0.005585402 0.019612045 0.0110893130
## 3 0.0164574792 0.022660626 0.016685677 0.023528320 0.0312086770
## 4 0.0033183099 0.009322030 0.008236429 0.010521834 0.0120634646
## 5 0.0107693238 0.026327516 0.041923268 0.016629126 0.0038822470
## 6 0.0398226846 0.002206113 0.010377480 0.007431757 0.0160209828
## 7 0.0104825716 0.005551597 0.014571146 0.018929406 0.0061717717
## 8 0.0041764768 0.007986529 0.012964563 0.023997626 0.0043667694
## 9 0.0251707820 0.023709968 0.032287596 0.004156180 0.0235351123
## 10 0.0055376059 0.019795312 0.015575552 0.012839794 0.0217421688
## 11 0.0017799189 0.007887224 0.002852583 0.003270557 0.0053971046
## 12 0.0102937100 0.025733704 0.008161305 0.009185125 0.0072343224
## 13 0.0264905672 0.040198387 0.026674624 0.019508073 0.0033549502
## 14 0.0361192561 0.007747277 0.036263775 0.007197739 0.0291187126
## 15 0.0277471992 0.024027481 0.015129212 0.001768470 0.0008809235
## 16 0.0009389781 0.002068094 0.026523212 0.032522131 0.0089167304
## 17 0.0199083835 0.019797981 0.011752855 0.017684054 0.0582678860
## 18 0.0451075179 0.006015722 0.028748273 0.013447794 0.0278172511
## 19 0.0040058054 0.006779335 0.017664369 0.025584274 0.0094854078
## 20 0.0103424045 0.007566239 0.017013066 0.007969247 0.0176483759
## 21 0.0043123255 0.004573015 0.022077595 0.008488602 0.0066599595
## PC68.38 programN.39 PC1.39
## 1 0.0248015410 Art.Education 1.555650e-02
## 2 0.0092625906 Communication.Sciences.and.Disorders 1.222225e-02
## 3 0.0180189870 Design.and.Development.of.Digital.Games 6.355681e-03
## 4 0.0051062697 Movement.Science 1.334247e-02
## 5 0.0056948558 Learning.Analytics 5.645955e-03
## 6 0.0199395695 School.Psychology 1.415833e-02
## 7 0.0203638845 Reading 2.044067e-02
## 8 0.0302318253 Early.Childhood.Education 1.631755e-02
## 9 0.0017110830 Politics 3.108922e-02
## 10 0.0007237298 Deaf.and.Hard.of.Hearing 4.832062e-04
## 11 0.0281049725 Motor.Learning.and.Control 1.036101e-02
## 12 0.0099774894 Intellectual.Disability.Autism 4.472437e-03
## 13 0.0006156937 Physical.Education 5.059954e-05
## 14 0.0001917411 Nutrition 1.309656e-02
## 15 0.0202401258 Sociology 2.158233e-02
## 16 0.0119576270 Gifted.Education 9.288762e-03
## 17 0.0142583315 Linguistics 4.947331e-03
## 18 0.0109481637 Private.School.Leadership 2.959107e-02
## 19 0.0062622921 Neuroscience 8.281349e-03
## 20 0.0377772817 Developmental.Psychology 1.346231e-02
## 21 0.0116888410 Music 1.331327e-03
## PC2.39 PC3.39 PC4.39 PC5.39 PC6.39
## 1 0.002048307 0.0089310749 0.002073455 2.293311e-02 0.0089905332
## 2 0.021605319 0.0114353776 0.021696895 1.155628e-02 0.0310619020
## 3 0.014408881 0.0449906991 0.031338602 1.209934e-02 0.0200423506
## 4 0.022352574 0.0138144761 0.008370882 2.063737e-03 0.0278264018
## 5 0.002782266 0.0488769671 0.006597359 1.854961e-03 0.0256304790
## 6 0.011341619 0.0090697886 0.005333568 6.691396e-03 0.0365560870
## 7 0.001183486 0.0079798028 0.015076671 2.844347e-02 0.0131204338
## 8 0.002736457 0.0021324511 0.026053939 1.305411e-02 0.0121212730
## 9 0.016924948 0.0029590339 0.023970624 7.268134e-03 0.0004427211
## 10 0.030295644 0.0003625311 0.033272279 8.320232e-03 0.0176110527
## 11 0.007760468 0.0277887185 0.012990798 1.732676e-02 0.0177154862
## 12 0.010828258 0.0125961775 0.017612235 7.266336e-03 0.0125342622
## 13 0.029865684 0.0172981154 0.006940586 5.902268e-05 0.0010439017
## 14 0.017259920 0.0168468987 0.002510452 3.856389e-03 0.0235834428
## 15 0.024251895 0.0045334295 0.027895217 2.804944e-03 0.0061365878
## 16 0.004412504 0.0187600132 0.017369485 2.369249e-02 0.0027821733
## 17 0.007329538 0.0065879987 0.054107187 2.084087e-02 0.0025245649
## 18 0.009104437 0.0041877010 0.003549790 3.099537e-02 0.0267911433
## 19 0.034657422 0.0274107594 0.004652216 6.940352e-03 0.0170801532
## 20 0.022812501 0.0003474403 0.000157270 1.074489e-02 0.0006575599
## 21 0.009494630 0.0221763981 0.004001520 3.329525e-02 0.0005785762
## PC7.39 PC8.39 PC9.39 PC10.39 PC11.39
## 1 0.0244124229 0.0067335669 0.001048565 0.035493921 0.0342816576
## 2 0.0451035789 0.0201804760 0.003670227 0.010080033 0.0273229533
## 3 0.0034495169 0.0046244582 0.003947530 0.017531683 0.0086196215
## 4 0.0039635750 0.0100037670 0.010125142 0.029095870 0.0117644984
## 5 0.0233082384 0.0235058202 0.009432336 0.015326245 0.0198626538
## 6 0.0115102064 0.0160879548 0.031969633 0.003929108 0.0041003550
## 7 0.0029247239 0.0232753503 0.004192322 0.013178618 0.0151928942
## 8 0.0207949782 0.0330284428 0.021549936 0.019640020 0.0071002159
## 9 0.0068301255 0.0207581111 0.009224028 0.022459779 0.0076984392
## 10 0.0294805533 0.0111934079 0.017047241 0.014815810 0.0154384187
## 11 0.0009343611 0.0287982992 0.003362259 0.004805679 0.0254000367
## 12 0.0030055899 0.0019796475 0.011453917 0.059832236 0.0115413494
## 13 0.0109126564 0.0181621668 0.021004884 0.013219025 0.0027637630
## 14 0.0010329779 0.0009109188 0.045414953 0.002881366 0.0395301337
## 15 0.0112917391 0.0070614680 0.001296332 0.015074211 0.0262233891
## 16 0.0456860180 0.0320883183 0.016162825 0.004063416 0.0056499626
## 17 0.0234047813 0.0170624568 0.012953165 0.034366643 0.0109762958
## 18 0.0103694505 0.0083654759 0.004407586 0.001812960 0.0009176543
## 19 0.0031980504 0.0060050438 0.024451768 0.008449557 0.0012817421
## 20 0.0014403425 0.0250115497 0.031895777 0.035366292 0.0191350389
## 21 0.0398136107 0.0079498414 0.023227344 0.014447780 0.0244549155
## PC12.39 PC13.39 PC14.39 PC15.39 PC16.39
## 1 0.024098872 0.031773441 0.0082763818 0.014734178 0.042387978
## 2 0.003080459 0.006312908 0.0127541932 0.008631775 0.014593970
## 3 0.022174927 0.013606605 0.0265153220 0.017832544 0.011643175
## 4 0.017848456 0.028185396 0.0068073758 0.004930825 0.051505417
## 5 0.011695803 0.034139001 0.0005865174 0.012734843 0.009187963
## 6 0.002958882 0.001883519 0.0346521165 0.026257248 0.005438831
## 7 0.032431938 0.029280297 0.0019190352 0.010704368 0.006045508
## 8 0.001455092 0.025110760 0.0031950390 0.026141851 0.032150140
## 9 0.004691874 0.004123304 0.0141025964 0.010046617 0.020743826
## 10 0.017948213 0.028144542 0.0051460533 0.025029745 0.025337306
## 11 0.048894719 0.001943297 0.0079584375 0.016469461 0.003954822
## 12 0.036536788 0.029500472 0.0175425270 0.002130325 0.017804752
## 13 0.018258991 0.012070744 0.0102297713 0.007343846 0.033150723
## 14 0.019583909 0.025353147 0.0080098225 0.013481952 0.005945587
## 15 0.008732706 0.000387345 0.0205601763 0.009152638 0.008549125
## 16 0.033897016 0.020805459 0.0158050107 0.009377644 0.004570248
## 17 0.003705706 0.019336151 0.0029508998 0.010304834 0.014187673
## 18 0.009298711 0.006793081 0.0341636252 0.009581321 0.005696281
## 19 0.009221666 0.002698280 0.0009149750 0.038533198 0.030638579
## 20 0.017596192 0.024189758 0.0002288102 0.008821347 0.027479349
## 21 0.021981160 0.018523463 0.0119186711 0.025923882 0.008021661
## PC17.39 PC18.39 PC19.39 PC20.39 PC21.39
## 1 0.0099082432 0.0104051803 0.0080581355 0.008551660 0.003243627
## 2 0.0006396479 0.0006730579 0.0210853325 0.001082123 0.008128416
## 3 0.0056585626 0.0213273553 0.0102352240 0.001633480 0.001729228
## 4 0.0124359168 0.0223233990 0.0095651534 0.023047859 0.022415876
## 5 0.0061049139 0.0107903838 0.0004799608 0.019093037 0.004271171
## 6 0.0350320756 0.0410151501 0.0018803761 0.019524309 0.023325871
## 7 0.0360861494 0.0194168319 0.0395664288 0.034915387 0.013697285
## 8 0.0249982477 0.0099390354 0.0010155083 0.028130418 0.017168316
## 9 0.0165994936 0.0008684669 0.0120288599 0.009796412 0.013707060
## 10 0.0144666111 0.0215054840 0.0129704117 0.009701404 0.002873330
## 11 0.0086730310 0.0014022432 0.0161430408 0.004918364 0.013579719
## 12 0.0077512223 0.0128130960 0.0264036125 0.037637801 0.022219744
## 13 0.0362778080 0.0156848230 0.0147287412 0.036556839 0.034297210
## 14 0.0198765891 0.0047318980 0.0045731532 0.006173864 0.005629982
## 15 0.0077309109 0.0332793784 0.0387235928 0.003486161 0.024071735
## 16 0.0252271450 0.0140183587 0.0131883277 0.001946306 0.010921504
## 17 0.0039142510 0.0034113469 0.0181704762 0.015847075 0.005469355
## 18 0.0052771841 0.0307545765 0.0057559688 0.013616821 0.002420389
## 19 0.0046173443 0.0222377474 0.0113927692 0.001406500 0.020036070
## 20 0.0460781910 0.0166098046 0.0027765216 0.004382109 0.034637553
## 21 0.0151384369 0.0101918827 0.0165709135 0.021952516 0.039512670
## PC22.39 PC23.39 PC24.39 PC25.39 PC26.39
## 1 0.019921910 6.313250e-03 0.0152701300 0.0034042358 0.031324719
## 2 0.011728583 1.586092e-02 0.0105237618 0.0334632115 0.008256672
## 3 0.013721358 2.445101e-02 0.0136231698 0.0019594510 0.031170855
## 4 0.026599861 2.215983e-03 0.0246291856 0.0395338986 0.007545436
## 5 0.001858745 2.790802e-02 0.0142569460 0.0141646230 0.011905362
## 6 0.024955219 1.578218e-02 0.0140918768 0.0083716108 0.017807661
## 7 0.001255224 1.497869e-03 0.0160532210 0.0173883937 0.019136366
## 8 0.016052966 2.659513e-02 0.0384892121 0.0118781100 0.010273766
## 9 0.037034278 3.322919e-02 0.0092151373 0.0293152820 0.002205597
## 10 0.025890225 3.105452e-05 0.0284392617 0.0051393806 0.008970794
## 11 0.038076344 2.263967e-02 0.0076574352 0.0406986876 0.012431671
## 12 0.028651075 6.057446e-03 0.0031096402 0.0141948225 0.017184226
## 13 0.007944695 5.626414e-03 0.0097381422 0.0145093442 0.024080936
## 14 0.027987748 8.317954e-03 0.0115328840 0.0056323336 0.026133338
## 15 0.023357398 1.464761e-02 0.0371095575 0.0005793825 0.005853814
## 16 0.004619819 7.484015e-03 0.0051305775 0.0377828691 0.023658391
## 17 0.002230891 2.246492e-03 0.0431221266 0.0069656442 0.027820804
## 18 0.033602308 1.343530e-03 0.0375909646 0.0009519840 0.017374584
## 19 0.016905511 1.715587e-02 0.0189879783 0.0364937550 0.007240608
## 20 0.021843039 3.062546e-03 0.0003178231 0.0118226880 0.011333390
## 21 0.019809772 3.047582e-02 0.0093538918 0.0165904965 0.005118102
## PC27.39 PC28.39 PC29.39 PC30.39 PC31.39
## 1 0.003351852 0.0108956346 0.0104823904 0.042617037 0.034447106
## 2 0.014012758 0.0236642831 0.0214350484 0.021454496 0.014363198
## 3 0.014719210 0.0156336862 0.0088036535 0.012601867 0.004174359
## 4 0.006170652 0.0006502502 0.0079459212 0.004798055 0.018721575
## 5 0.000689891 0.0012725009 0.0026020799 0.005136345 0.016745255
## 6 0.006331016 0.0143919303 0.0080001191 0.021754064 0.023882759
## 7 0.026784552 0.0138769636 0.0004192801 0.018859996 0.018102852
## 8 0.013511713 0.0114065064 0.0220903197 0.031967155 0.004969600
## 9 0.016776723 0.0037381892 0.0185988883 0.001219636 0.027985270
## 10 0.005579866 0.0120209438 0.0190505117 0.027274032 0.016114617
## 11 0.011483059 0.0364823634 0.0107440518 0.005963509 0.002653920
## 12 0.007296346 0.0118451590 0.0093984659 0.009063479 0.027537548
## 13 0.028588230 0.0017089844 0.0387143272 0.002522182 0.027401376
## 14 0.024874627 0.0065751489 0.0578909358 0.005577981 0.029615790
## 15 0.011773129 0.0139280529 0.0144149003 0.035087488 0.006263718
## 16 0.023583957 0.0128267284 0.0068408549 0.003596600 0.008247822
## 17 0.023849425 0.0040261805 0.0014815269 0.009979675 0.015263706
## 18 0.022091746 0.0009106448 0.0063290486 0.026291000 0.003132633
## 19 0.011685925 0.0015291338 0.0183579973 0.022055438 0.010430419
## 20 0.012162201 0.0108023605 0.0235170135 0.002080816 0.003181255
## 21 0.006343802 0.0086232152 0.0068231992 0.008979528 0.005485493
## PC32.39 PC33.39 PC34.39 PC35.39 PC36.39
## 1 0.0249055008 0.007491136 0.0108015540 0.002504887 0.0248665099
## 2 0.0095776196 0.014138344 0.0006488152 0.003352840 0.0106133888
## 3 0.0029851974 0.019114751 0.0120255242 0.001355074 0.0097894326
## 4 0.0017220402 0.016836679 0.0131869014 0.014779099 0.0280928484
## 5 0.0203302489 0.015716056 0.0116936591 0.044861974 0.0009660533
## 6 0.0172114354 0.003563764 0.0117691234 0.008310335 0.0208775866
## 7 0.0031879592 0.013460090 0.0232013411 0.020187266 0.0105016730
## 8 0.0185987087 0.003785468 0.0076944941 0.012775790 0.0059912201
## 9 0.0420744340 0.002870768 0.0104003786 0.013347305 0.0173872873
## 10 0.0024506250 0.007839279 0.0036125245 0.009234157 0.0097978922
## 11 0.0416127144 0.015558661 0.0038387414 0.013510519 0.0071777203
## 12 0.0047151030 0.024715882 0.0311409980 0.004184547 0.0156696641
## 13 0.0120772967 0.036144760 0.0127511831 0.032732045 0.0259345815
## 14 0.0002693448 0.002648784 0.0132779417 0.022576989 0.0112828676
## 15 0.0070412983 0.007876113 0.0145056557 0.019847812 0.0206857688
## 16 0.0032412624 0.008469511 0.0127960320 0.022746635 0.0339598834
## 17 0.0162663946 0.025632995 0.0074182728 0.014077230 0.0067088770
## 18 0.0247618602 0.003900067 0.0270412766 0.012369938 0.0165961763
## 19 0.0198103297 0.023984411 0.0014951231 0.006022188 0.0215628649
## 20 0.0078498621 0.019647297 0.0173828316 0.014696340 0.0296247802
## 21 0.0129087503 0.003707528 0.0332421854 0.001567064 0.0282139147
## PC37.39 PC38.39 PC39.39 PC40.39 PC41.39
## 1 7.964189e-03 0.015840697 0.005401391 0.04782018 2.879770e-02
## 2 1.177010e-03 0.021121889 0.011674231 0.04629703 6.054332e-03
## 3 2.238283e-02 0.003711882 0.013942825 0.04257383 3.224138e-03
## 4 5.949953e-03 0.010549189 0.021240260 0.03696235 2.313443e-03
## 5 2.204138e-03 0.010954433 0.004891132 0.03438280 1.542802e-02
## 6 2.643552e-02 0.042190943 0.026940850 0.03354874 1.469046e-02
## 7 3.822905e-03 0.006886882 0.013980789 0.03124790 1.924501e-02
## 8 6.662558e-03 0.011242512 0.024005763 0.02678223 2.199111e-02
## 9 1.571913e-03 0.014884835 0.028210641 0.02548831 8.059540e-03
## 10 9.912673e-04 0.005899784 0.009535468 0.02478327 7.506388e-03
## 11 7.956551e-03 0.006085835 0.015141935 0.02442443 1.884292e-02
## 12 3.276208e-02 0.025308741 0.010331172 0.02441338 1.098049e-02
## 13 3.147825e-05 0.007395560 0.001538547 0.02423194 3.123014e-04
## 14 1.471242e-04 0.005862358 0.017465713 0.02279764 2.937106e-02
## 15 4.349501e-02 0.007439036 0.019558830 0.02239831 8.467525e-03
## 16 1.910361e-02 0.021678306 0.031776393 0.02223649 2.779095e-02
## 17 1.442340e-03 0.012314012 0.023744006 0.02189815 5.180017e-05
## 18 9.117328e-03 0.007285253 0.010323384 0.02130563 1.723829e-03
## 19 1.425667e-02 0.006427212 0.017454040 0.02107405 6.719749e-03
## 20 2.066260e-02 0.014887879 0.020181803 0.01957879 8.043337e-03
## 21 2.568493e-02 0.015024316 0.011540339 0.01881309 8.162331e-05
## PC42.39 PC43.39 PC44.39 PC45.39 PC46.39
## 1 2.635590e-02 0.005219606 0.0101290310 2.706038e-02 2.323178e-02
## 2 2.100370e-02 0.024645444 0.0391257924 1.792010e-02 1.491830e-02
## 3 3.238990e-02 0.007774936 0.0136248466 6.899918e-03 1.543718e-02
## 4 1.270485e-02 0.029189045 0.0173184981 1.161915e-06 2.188336e-02
## 5 7.578696e-04 0.031790385 0.0127900286 1.891215e-02 2.432678e-02
## 6 5.602204e-03 0.013212907 0.0172855631 1.397104e-02 2.314413e-02
## 7 6.949625e-03 0.037512499 0.0054688382 2.573854e-03 4.765132e-03
## 8 2.692015e-02 0.019150156 0.0031657556 2.575223e-02 7.428793e-03
## 9 2.036331e-02 0.006375211 0.0012015240 1.221618e-02 1.522957e-02
## 10 6.405567e-03 0.014848294 0.0038236898 2.557102e-02 1.543895e-02
## 11 1.510858e-02 0.018589551 0.0271785172 4.424083e-03 2.149725e-02
## 12 6.851093e-03 0.007730266 0.0166797718 2.597762e-02 1.445441e-02
## 13 4.648366e-03 0.013441862 0.0123416608 3.542201e-02 2.421951e-03
## 14 8.076627e-03 0.008436541 0.0013950552 1.118995e-03 7.033337e-05
## 15 3.290123e-02 0.013574254 0.0064833617 1.774777e-02 8.612097e-03
## 16 2.065633e-02 0.020324925 0.0002421774 1.053578e-02 2.598531e-02
## 17 6.340144e-03 0.007193893 0.0319733797 1.280308e-03 3.594276e-03
## 18 4.030641e-02 0.036568891 0.0098255164 5.306105e-03 1.915336e-02
## 19 9.407813e-05 0.025441821 0.0034489521 2.373057e-03 1.165617e-03
## 20 1.581613e-04 0.000414364 0.0093585961 4.881017e-02 1.569529e-02
## 21 3.426589e-03 0.009059190 0.0039600349 1.028271e-02 2.272018e-02
## PC47.39 PC48.39 PC49.39 PC50.39 PC51.39
## 1 2.092366e-02 0.016321533 0.011960728 0.0203909090 3.602512e-04
## 2 3.944670e-03 0.020050985 0.007372473 0.0208309307 3.849157e-02
## 3 1.854158e-02 0.009676484 0.012731327 0.0205016989 2.891234e-02
## 4 8.104742e-03 0.008913114 0.010557901 0.0055357245 1.992136e-02
## 5 5.700495e-03 0.002119443 0.007807132 0.0257200185 1.180968e-02
## 6 1.577526e-02 0.002516294 0.001772171 0.0005050121 2.387697e-03
## 7 4.688775e-04 0.006352392 0.005535342 0.0028123314 9.197704e-03
## 8 4.845564e-03 0.053465401 0.007169404 0.0029971363 1.334421e-02
## 9 4.067766e-03 0.021415245 0.008644322 0.0009013305 2.131084e-02
## 10 1.151700e-02 0.032371213 0.030152235 0.0065554849 1.617872e-02
## 11 2.104934e-02 0.039056331 0.007531165 0.0236754328 1.543264e-02
## 12 2.437607e-02 0.010841817 0.013645142 0.0003401361 2.895155e-03
## 13 3.000743e-05 0.005979111 0.003630809 0.0407831659 1.535926e-02
## 14 5.450552e-03 0.022700862 0.006134355 0.0248583148 1.741476e-02
## 15 2.341727e-02 0.014773409 0.005743079 0.0219280510 1.423567e-02
## 16 1.102959e-02 0.021590478 0.021740957 0.0212509860 1.154773e-02
## 17 1.575308e-02 0.008018621 0.001047132 0.0054458274 5.053185e-05
## 18 1.443687e-02 0.022756666 0.015081237 0.0012942469 1.430636e-02
## 19 2.302559e-02 0.010829788 0.002611124 0.0102166669 3.134993e-02
## 20 1.669381e-02 0.023389065 0.030826123 0.0102615547 2.393401e-02
## 21 1.493409e-02 0.002508383 0.027603506 0.0123742531 4.994319e-03
## PC52.39 PC53.39 PC54.39 PC55.39 PC56.39
## 1 0.007965090 0.0003402151 0.0076261223 0.0089668291 0.0140110813
## 2 0.004252518 0.0264895088 0.0154717497 0.0099702683 0.0171239753
## 3 0.021633326 0.0403311456 0.0005479920 0.0506128239 0.0125973203
## 4 0.009049887 0.0120932326 0.0117237385 0.0019360316 0.0031441580
## 5 0.048425270 0.0347323205 0.0147438510 0.0001741339 0.0074701610
## 6 0.000584539 0.0294181547 0.0102268671 0.0117759579 0.0337877077
## 7 0.032923408 0.0116590708 0.0232261491 0.0259331015 0.0181915709
## 8 0.004402327 0.0095169916 0.0066988085 0.0067861623 0.0061490947
## 9 0.026298120 0.0350156343 0.0164705989 0.0238570168 0.0080749649
## 10 0.019927127 0.0249062437 0.0505674779 0.0137039903 0.0069350531
## 11 0.024887811 0.0073984141 0.0111963175 0.0067305232 0.0091918884
## 12 0.006215324 0.0089149065 0.0007387733 0.0192628629 0.0002334902
## 13 0.019407217 0.0042436624 0.0044914288 0.0045247583 0.0026896841
## 14 0.003283311 0.0161508867 0.0250851364 0.0044339644 0.0187162825
## 15 0.006706854 0.0043644760 0.0079230424 0.0016213797 0.0178425836
## 16 0.018993334 0.0068510418 0.0090353732 0.0107914432 0.0206791847
## 17 0.010399101 0.0050398196 0.0156212113 0.0375884773 0.0067186803
## 18 0.004316882 0.0178186376 0.0018797221 0.0209410722 0.0125424399
## 19 0.026137646 0.0326605694 0.0143283040 0.0017381732 0.0148300282
## 20 0.005630739 0.0023678486 0.0040966143 0.0234174752 0.0197683709
## 21 0.021026577 0.0218063432 0.0229360323 0.0016926755 0.0483129522
## PC57.39 PC58.39 PC59.39 PC60.39 PC61.39
## 1 0.0027969516 0.011794705 0.0035312382 0.0054182727 0.0018429547
## 2 0.0204208195 0.036567879 0.0002426167 0.0027713080 0.0143880794
## 3 0.0006417965 0.005217462 0.0125557911 0.0015494608 0.0250534539
## 4 0.0104315489 0.005360668 0.0107233646 0.0112861807 0.0059417241
## 5 0.0183492738 0.021458359 0.0062059528 0.0043946798 0.0193397179
## 6 0.0002138958 0.005560050 0.0180751076 0.0082155131 0.0211962649
## 7 0.0199952455 0.009148898 0.0108802410 0.0258148884 0.0165878861
## 8 0.0278880309 0.013130047 0.0119149345 0.0284977274 0.0066982154
## 9 0.0183184898 0.011671602 0.0049112652 0.0136558565 0.0288153660
## 10 0.0241513644 0.002395745 0.0163338902 0.0181725314 0.0031759442
## 11 0.0135779051 0.015248617 0.0036510912 0.0218361221 0.0117795543
## 12 0.0077719619 0.012031820 0.0370319347 0.0154130219 0.0152383027
## 13 0.0193643083 0.001409918 0.0022746844 0.0344295010 0.0105699581
## 14 0.0087558228 0.016306645 0.0161335561 0.0411753410 0.0001218313
## 15 0.0363386915 0.027502951 0.0036902351 0.0059780048 0.0151243999
## 16 0.0010814374 0.004438560 0.0053523100 0.0112577741 0.0103215209
## 17 0.0241736063 0.003032357 0.0530815041 0.0033919948 0.0181095413
## 18 0.0097112722 0.016719906 0.0091127237 0.0060728563 0.0128142476
## 19 0.0140147292 0.032223313 0.0106048859 0.0050090322 0.0025872399
## 20 0.0205936246 0.010803951 0.0058408764 0.0200524530 0.0170761427
## 21 0.0101841356 0.007813692 0.0021907568 0.0009684508 0.0298568958
## PC62.39 PC63.39 PC64.39 PC65.39 PC66.39
## 1 1.288904e-02 0.025757440 0.016528538 0.008305204 0.0138161559
## 2 1.245792e-02 0.005536458 0.017656771 0.010379992 0.0001655415
## 3 2.424925e-02 0.012734718 0.000350217 0.015659953 0.0175308086
## 4 2.343193e-02 0.045107518 0.006015722 0.028748273 0.0134477936
## 5 2.471996e-02 0.003478084 0.030994433 0.009459517 0.0081114899
## 6 6.059957e-06 0.005537606 0.019795312 0.015575552 0.0128397942
## 7 2.958614e-02 0.018921778 0.008656275 0.011889431 0.0138594518
## 8 4.934480e-03 0.001779919 0.007887224 0.002852583 0.0032705573
## 9 3.732392e-02 0.004176477 0.007986529 0.012964563 0.0239976262
## 10 5.390460e-03 0.020334733 0.022205995 0.035747545 0.0203458962
## 11 1.426876e-02 0.002854571 0.021157307 0.011030383 0.0036328731
## 12 1.776785e-02 0.017580770 0.007288366 0.010291958 0.0081726655
## 13 9.894929e-03 0.011722052 0.011285661 0.004912056 0.0108661096
## 14 1.265646e-02 0.018837528 0.025882548 0.006652772 0.0066018392
## 15 1.690232e-03 0.010342404 0.007566239 0.017013066 0.0079692473
## 16 2.376579e-02 0.039822685 0.002206113 0.010377480 0.0074317565
## 17 3.451716e-04 0.026490567 0.040198387 0.026674624 0.0195080732
## 18 6.510743e-02 0.001195416 0.003406035 0.008064042 0.0071524370
## 19 3.728433e-02 0.001782576 0.032788913 0.019945987 0.0258698679
## 20 1.404796e-02 0.004005805 0.006779335 0.017664369 0.0255842740
## 21 5.964385e-03 0.013778415 0.034963448 0.019003963 0.0039496864
## PC67.39 PC68.39 programN.40
## 1 0.003404221 0.0023676781 Social.Studies
## 2 0.001124378 0.0214321773 Instructional.Technology.and.Media
## 3 0.018585460 0.0159891192 School.Principals
## 4 0.027817251 0.0109481637 Psychological.Counseling
## 5 0.018881662 0.0070064984 Bilingual.Bicultural.Education
## 6 0.021742169 0.0007237298 Higher.and.Postsecondary.Education
## 7 0.026976120 0.0012410059 Kinesiology
## 8 0.005397105 0.0281049725 Nutrition
## 9 0.004366769 0.0302318253 Art.Education
## 10 0.008762385 0.0126924120 Gifted.Education
## 11 0.009627359 0.0027170047 Mathematics
## 12 0.006690235 0.0290887373 Education.Technology
## 13 0.016552708 0.0102158371 Communication.Media.and.Learning.Technologies
## 14 0.013607617 0.0115046748 Urban.Education
## 15 0.017648376 0.0377772817 Early.Childhood.Education
## 16 0.016020983 0.0199395695 Literacy
## 17 0.003354950 0.0006156937 Early.Childhood.Special.Education
## 18 0.009976382 0.0225654471 Diabetes.Education
## 19 0.024302939 0.0238644148 Reading
## 20 0.009485408 0.0062622921 Motor.Learning.and.Control
## 21 0.004902395 0.0015280487 Physiology
## PC1.40 PC2.40 PC3.40 PC4.40 PC5.40
## 1 0.017997377 0.0006640169 0.011033275 0.005623037 0.017457209
## 2 0.001229961 0.0014350741 0.041150859 0.013920560 0.005302009
## 3 0.031921365 0.0053827453 0.005956960 0.001471718 0.007939695
## 4 0.005675797 0.0301735884 0.013259392 0.027190710 0.023092825
## 5 0.027606914 0.0134069750 0.006811021 0.028329843 0.005426524
## 6 0.007527071 0.0113852785 0.013045967 0.004600435 0.030822677
## 7 0.009196925 0.0378905028 0.009802573 0.002234410 0.006726859
## 8 0.013096556 0.0172599196 0.016846899 0.002510452 0.003856389
## 9 0.015556498 0.0020483070 0.008931075 0.002073455 0.022933112
## 10 0.009288762 0.0044125040 0.018760013 0.017369485 0.023692494
## 11 0.004774164 0.0018231510 0.046388770 0.008716536 0.018786976
## 12 0.010341837 0.0147395123 0.040494080 0.001439835 0.026545860
## 13 0.007531615 0.0011959938 0.035933133 0.004544931 0.013646469
## 14 0.028155643 0.0049106714 0.007660033 0.011970240 0.029310308
## 15 0.016317549 0.0027364567 0.002132451 0.026053939 0.013054109
## 16 0.015252709 0.0077282212 0.003091205 0.034076638 0.019110208
## 17 0.004408253 0.0255520678 0.022388206 0.031399622 0.016186983
## 18 0.001346140 0.0290045611 0.005005117 0.002000111 0.003031366
## 19 0.020440668 0.0011834864 0.007979803 0.015076671 0.028443466
## 20 0.010361015 0.0077604675 0.027788718 0.012990798 0.017326761
## 21 0.014574071 0.0367513707 0.003796706 0.019235619 0.005857138
## PC6.40 PC7.40 PC8.40 PC9.40 PC10.40
## 1 0.0315435640 0.0424431855 0.0446486045 0.0125762023 0.0041900676
## 2 0.0184542485 0.0156882776 0.0170612770 0.0008755746 0.0064278971
## 3 0.0095744632 0.0231181239 0.0059212074 0.0372173602 0.0069371263
## 4 0.0185385286 0.0011510428 0.0006924103 0.0179944007 0.0007766548
## 5 0.0187132195 0.0284029244 0.0043779484 0.0218536863 0.0227016327
## 6 0.0402722606 0.0183069807 0.0123599959 0.0251839626 0.0162809823
## 7 0.0100511161 0.0055717449 0.0115191229 0.0037941049 0.0146540900
## 8 0.0235834428 0.0010329779 0.0009109188 0.0454149533 0.0028813655
## 9 0.0089905332 0.0244124229 0.0067335669 0.0010485654 0.0354939210
## 10 0.0027821733 0.0456860180 0.0320883183 0.0161628249 0.0040634158
## 11 0.0074538327 0.0116994760 0.0227874887 0.0052426210 0.0266623343
## 12 0.0035173959 0.0120136951 0.0034680911 0.0062469168 0.0001833444
## 13 0.0006050177 0.0209115105 0.0393046696 0.0082351913 0.0295657210
## 14 0.0076374091 0.0094355140 0.0368882006 0.0200579649 0.0068444197
## 15 0.0121212730 0.0207949782 0.0330284428 0.0215499357 0.0196400201
## 16 0.0021212641 0.0375735497 0.0338118411 0.0010752566 0.0021391054
## 17 0.0075348165 0.0212184000 0.0177969933 0.0302784511 0.0153284004
## 18 0.0193392395 0.0204852817 0.0343656446 0.0255507386 0.0083823655
## 19 0.0131204338 0.0029247239 0.0232753503 0.0041923219 0.0131786178
## 20 0.0177154862 0.0009343611 0.0287982992 0.0033622589 0.0048056787
## 21 0.0047655130 0.0085070441 0.0121030646 0.0130034298 0.0099895795
## PC11.40 PC12.40 PC13.40 PC14.40 PC15.40
## 1 0.008267224 0.0046444189 0.0110741844 0.0294952669 0.0158405074
## 2 0.039745771 0.0315279781 0.0266299592 0.0024967029 0.0101799907
## 3 0.003425214 0.0119833550 0.0005246415 0.0084102952 0.0228167640
## 4 0.022709513 0.0050720745 0.0051420483 0.0244578886 0.0078050072
## 5 0.026623560 0.0052358326 0.0100731292 0.0011944513 0.0094952899
## 6 0.008863708 0.0249752874 0.0073904401 0.0067210128 0.0006386207
## 7 0.010981255 0.0239193785 0.0134701839 0.0343205910 0.0247863002
## 8 0.039530134 0.0195839091 0.0253531468 0.0080098225 0.0134819521
## 9 0.034281658 0.0240988723 0.0317734411 0.0082763818 0.0147341776
## 10 0.005649963 0.0338970155 0.0208054594 0.0158050107 0.0093776443
## 11 0.007351706 0.0002360754 0.0128182972 0.0397456821 0.0241197802
## 12 0.007110892 0.0115521052 0.0390417431 0.0331476372 0.0103980243
## 13 0.024262326 0.0293302265 0.0035438972 0.0299153100 0.0206808745
## 14 0.018070095 0.0054814266 0.0010188237 0.0224124471 0.0050227151
## 15 0.007100216 0.0014550918 0.0251107596 0.0031950390 0.0261418507
## 16 0.010792411 0.0033740289 0.0321135057 0.0104948236 0.0192356906
## 17 0.010667771 0.0108881859 0.0047609933 0.0203859263 0.0102805241
## 18 0.002027595 0.0013072578 0.0224833564 0.0001161929 0.0249082768
## 19 0.015192894 0.0324319381 0.0292802971 0.0019190352 0.0107043676
## 20 0.025400037 0.0488947193 0.0019432972 0.0079584375 0.0164694612
## 21 0.035003992 0.0168262986 0.0110960670 0.0001699382 0.0058982743
## PC16.40 PC17.40 PC18.40 PC19.40 PC20.40
## 1 0.002239219 0.0225297196 2.275990e-03 0.017123965 0.005482647
## 2 0.025128055 0.0011513687 1.818027e-02 0.003601451 0.005014762
## 3 0.007366102 0.0011797135 2.661985e-02 0.007934219 0.012425224
## 4 0.011878138 0.0177122036 2.923849e-02 0.019815966 0.013080943
## 5 0.015421788 0.0042930855 1.559885e-03 0.001341294 0.015515080
## 6 0.024005827 0.0078882177 9.395336e-03 0.029620606 0.022506086
## 7 0.028416728 0.0062068874 4.087607e-03 0.013931527 0.002792422
## 8 0.005945587 0.0198765891 4.731898e-03 0.004573153 0.006173864
## 9 0.042387978 0.0099082432 1.040518e-02 0.008058136 0.008551660
## 10 0.004570248 0.0252271450 1.401836e-02 0.013188328 0.001946306
## 11 0.020222250 0.0046754910 1.654039e-04 0.001707040 0.037763175
## 12 0.030173068 0.0251565088 9.632558e-06 0.010378777 0.006710492
## 13 0.016643685 0.0140970148 8.651406e-04 0.003568520 0.012691021
## 14 0.005434683 0.0191702590 1.099369e-02 0.017204004 0.006300514
## 15 0.032150140 0.0249982477 9.939035e-03 0.001015508 0.028130418
## 16 0.024823046 0.0127277050 1.376332e-02 0.012915821 0.003471058
## 17 0.007284086 0.0000681285 1.351379e-03 0.003124974 0.057706894
## 18 0.011650159 0.0049883479 4.570281e-02 0.012520540 0.005576673
## 19 0.006045508 0.0360861494 1.941683e-02 0.039566429 0.034915387
## 20 0.003954822 0.0086730310 1.402243e-03 0.016143041 0.004918364
## 21 0.018227567 0.0090266772 1.496784e-02 0.012278341 0.021873948
## PC21.40 PC22.40 PC23.40 PC24.40 PC25.40
## 1 0.005879548 0.0104511177 0.0157245660 0.0164435018 0.0101204159
## 2 0.040942796 0.0140207537 0.0242349548 0.0142068212 0.0086044239
## 3 0.027097453 0.0156037082 0.0046287358 0.0008539759 0.0121269114
## 4 0.043441324 0.0022734514 0.0082321613 0.0044123689 0.0027872215
## 5 0.019720936 0.0186489576 0.0332444700 0.0041696083 0.0044132283
## 6 0.030544873 0.0142068481 0.0062735829 0.0063630024 0.0106783307
## 7 0.023834714 0.0006358971 0.0008849579 0.0051847978 0.0039431454
## 8 0.005629982 0.0279877482 0.0083179536 0.0115328840 0.0056323336
## 9 0.003243627 0.0199219101 0.0063132496 0.0152701300 0.0034042358
## 10 0.010921504 0.0046198194 0.0074840154 0.0051305775 0.0377828691
## 11 0.004712244 0.0268411053 0.0098161939 0.0059739319 0.0186116710
## 12 0.009992637 0.0164255942 0.0111433760 0.0039617487 0.0192148835
## 13 0.002908574 0.0036096859 0.0331891998 0.0045110901 0.0005069328
## 14 0.010102012 0.0014797827 0.0219094957 0.0221844936 0.0126750065
## 15 0.017168316 0.0160529655 0.0265951318 0.0384892121 0.0118781100
## 16 0.007798001 0.0195599840 0.0364706437 0.0257586828 0.0184477356
## 17 0.004542651 0.0004601013 0.0107230761 0.0040069641 0.0076742108
## 18 0.001495298 0.0148627765 0.0252069458 0.0034863291 0.0067578970
## 19 0.013697285 0.0012552236 0.0014978695 0.0160532210 0.0173883937
## 20 0.013579719 0.0380763440 0.0226396714 0.0076574352 0.0406986876
## 21 0.001401894 0.0086863685 0.0061604518 0.0091902405 0.0132747965
## PC26.40 PC27.40 PC28.40 PC29.40 PC30.40
## 1 0.0085011930 0.002377932 0.0016878406 0.0104800725 0.0022724138
## 2 0.0070329895 0.006573566 0.0201420611 0.0292389054 0.0201803444
## 3 0.0037319271 0.034263125 0.0073784583 0.0115641384 0.0163061451
## 4 0.0066630964 0.014710568 0.0308812199 0.0103775123 0.0001298397
## 5 0.0333075391 0.009299084 0.0177794941 0.0125933448 0.0140681962
## 6 0.0447906120 0.002534821 0.0051737310 0.0222391104 0.0151896259
## 7 0.0539212074 0.029626664 0.0110468411 0.0068904121 0.0060111648
## 8 0.0261333384 0.024874627 0.0065751489 0.0578909358 0.0055779811
## 9 0.0313247193 0.003351852 0.0108956346 0.0104823904 0.0426170373
## 10 0.0236583913 0.023583957 0.0128267284 0.0068408549 0.0035965995
## 11 0.0258224249 0.004136018 0.0003579466 0.0324026923 0.0019301787
## 12 0.0154495540 0.001235330 0.0051601802 0.0005887637 0.0137612984
## 13 0.0003158871 0.016106481 0.0310532446 0.0217171510 0.0024430145
## 14 0.0161639084 0.013996912 0.0436808791 0.0232522969 0.0196662194
## 15 0.0102737660 0.013511713 0.0114065064 0.0220903197 0.0319671547
## 16 0.0011233195 0.014363338 0.0068910628 0.0142890013 0.0085237419
## 17 0.0146240625 0.004040711 0.0113032062 0.0111171602 0.0027024728
## 18 0.0151142179 0.007009808 0.0406683788 0.0110291989 0.0336598463
## 19 0.0191363660 0.026784552 0.0138769636 0.0004192801 0.0188599964
## 20 0.0124316709 0.011483059 0.0364823634 0.0107440518 0.0059635089
## 21 0.0235061914 0.030570803 0.0230332210 0.0311965366 0.0151084641
## PC31.40 PC32.40 PC33.40 PC34.40 PC35.40
## 1 0.014119625 0.0026422574 0.0049178259 0.025635072 0.006849068
## 2 0.011454586 0.0028676726 0.0078546589 0.001746187 0.003523513
## 3 0.004191767 0.0222702856 0.0105086022 0.044342010 0.004610165
## 4 0.008169168 0.0184546139 0.0295608177 0.012364770 0.018798020
## 5 0.017370669 0.0035978570 0.0144664079 0.004079093 0.011186146
## 6 0.025997518 0.0002837276 0.0198939309 0.026455511 0.032195026
## 7 0.010736963 0.0250431566 0.0318090459 0.002419800 0.012114321
## 8 0.029615790 0.0002693448 0.0026487843 0.013277942 0.022576989
## 9 0.034447106 0.0249055008 0.0074911357 0.010801554 0.002504887
## 10 0.008247822 0.0032412624 0.0084695108 0.012796032 0.022746635
## 11 0.010390315 0.0189195769 0.0089904297 0.008740235 0.010714334
## 12 0.001719340 0.0151304423 0.0205969389 0.033753540 0.006598693
## 13 0.037442747 0.0005015064 0.0002309027 0.003089519 0.037392264
## 14 0.010154236 0.0222802022 0.0022393692 0.012347177 0.006373069
## 15 0.004969600 0.0185987087 0.0037854684 0.007694494 0.012775790
## 16 0.020838625 0.0157810997 0.0139882628 0.001661142 0.008963521
## 17 0.031780227 0.0183877764 0.0226502384 0.003722931 0.009492371
## 18 0.012925584 0.0033227582 0.0130393617 0.024006436 0.037349451
## 19 0.018102852 0.0031879592 0.0134600899 0.023201341 0.020187266
## 20 0.002653920 0.0416127144 0.0155586613 0.003838741 0.013510519
## 21 0.037636745 0.0208240629 0.0172165126 0.020880328 0.017956477
## PC36.40 PC37.40 PC38.40 PC39.40 PC40.40
## 1 0.006267412 0.0286619390 0.027859224 0.0138971240 6.909191e-03
## 2 0.004219849 0.0200163141 0.003643394 0.0014280935 1.820152e-02
## 3 0.033948985 0.0079633574 0.061328798 0.0192273687 1.045735e-03
## 4 0.002855796 0.0286790383 0.019406810 0.0047176094 8.846041e-05
## 5 0.010576620 0.0191619692 0.006130624 0.0111340485 1.016935e-02
## 6 0.006607765 0.0005811690 0.002713510 0.0237627252 6.807845e-03
## 7 0.014210240 0.0043443554 0.019864362 0.0166791630 1.734175e-02
## 8 0.011282868 0.0001471242 0.005862358 0.0174657127 2.279764e-02
## 9 0.024866510 0.0079641889 0.015840697 0.0054013909 4.782018e-02
## 10 0.033959883 0.0191036106 0.021678306 0.0317763927 2.223649e-02
## 11 0.002502554 0.0042662312 0.023206111 0.0006482205 1.167860e-02
## 12 0.023176107 0.0480802380 0.019885236 0.0041671640 1.610367e-02
## 13 0.015365824 0.0010882873 0.002571623 0.0017424902 8.616916e-04
## 14 0.010947112 0.0370175504 0.030976287 0.0057903217 8.036488e-03
## 15 0.005991220 0.0066625584 0.011242512 0.0240057629 2.678223e-02
## 16 0.006330325 0.0146810979 0.020140639 0.0107595988 1.674395e-02
## 17 0.015741824 0.0233624779 0.011820366 0.0023819566 4.168525e-03
## 18 0.002304568 0.0213914434 0.002080026 0.0398844841 5.108845e-03
## 19 0.010501673 0.0038229054 0.006886882 0.0139807889 3.124790e-02
## 20 0.007177720 0.0079565512 0.006085835 0.0151419351 2.442443e-02
## 21 0.023148045 0.0342251827 0.001936499 0.0225391866 1.376366e-02
## PC41.40 PC42.40 PC43.40 PC44.40 PC45.40
## 1 0.05362196 0.009034944 0.015147490 0.0271171771 0.0173251752
## 2 0.04867052 0.015311050 0.001605145 0.0074529577 0.0013126943
## 3 0.03749740 0.010325309 0.001054353 0.0127241139 0.0104923017
## 4 0.03456438 0.018364519 0.007491548 0.0551015080 0.0141232096
## 5 0.03134918 0.019463983 0.041690854 0.0249021196 0.0147801457
## 6 0.02964824 0.010033015 0.015526534 0.0119409846 0.0064579627
## 7 0.02946308 0.019707696 0.005760452 0.0353090663 0.0123663905
## 8 0.02937106 0.008076627 0.008436541 0.0013950552 0.0011189952
## 9 0.02879770 0.026355901 0.005219606 0.0101290310 0.0270603752
## 10 0.02779095 0.020656333 0.020324925 0.0002421774 0.0105357764
## 11 0.02736056 0.006811210 0.000795879 0.0004903914 0.0004736047
## 12 0.02694603 0.037639379 0.023721813 0.0166849922 0.0198323468
## 13 0.02542620 0.017040978 0.014841274 0.0101314409 0.0088937564
## 14 0.02495149 0.012687577 0.012327293 0.0153328844 0.0030843189
## 15 0.02199111 0.026920153 0.019150156 0.0031657556 0.0257522306
## 16 0.02193217 0.009234948 0.016538650 0.0209427478 0.0288046473
## 17 0.02063920 0.017085649 0.021299853 0.0084559490 0.0293598815
## 18 0.01952895 0.037296020 0.002483246 0.0222760224 0.0161855421
## 19 0.01924501 0.006949625 0.037512499 0.0054688382 0.0025738545
## 20 0.01884292 0.015108581 0.018589551 0.0271785172 0.0044240828
## 21 0.01823445 0.023948767 0.008844516 0.0173245255 0.0045339670
## PC46.40 PC47.40 PC48.40 PC49.40 PC50.40
## 1 1.834548e-03 0.0229462697 0.014427919 0.019484799 0.033981303
## 2 1.676173e-03 0.0116138027 0.005653503 0.048671768 0.027529602
## 3 2.383981e-02 0.0096537014 0.015791203 0.035916739 0.019868093
## 4 4.329316e-02 0.0069080557 0.011986242 0.007858785 0.007771809
## 5 1.575423e-02 0.0278997555 0.018652235 0.005286181 0.025827223
## 6 1.728592e-02 0.0134724086 0.017259537 0.001264596 0.022353713
## 7 5.400196e-03 0.0128130585 0.004135378 0.025434165 0.001900968
## 8 7.033337e-05 0.0054505524 0.022700862 0.006134355 0.024858315
## 9 2.323178e-02 0.0209236556 0.016321533 0.011960728 0.020390909
## 10 2.598531e-02 0.0110295939 0.021590478 0.021740957 0.021250986
## 11 1.786810e-03 0.0212188283 0.016964390 0.019034109 0.027868497
## 12 1.058064e-02 0.0096893428 0.012353149 0.013607762 0.008246064
## 13 2.071444e-02 0.0055290824 0.032380201 0.016529460 0.027753760
## 14 3.872223e-03 0.0088374374 0.044130689 0.015009847 0.001412037
## 15 7.428793e-03 0.0048455637 0.053465401 0.007169404 0.002997136
## 16 2.497439e-02 0.0095583605 0.025537155 0.018831624 0.023069952
## 17 4.285109e-03 0.0235066539 0.022509523 0.016686431 0.024712391
## 18 1.550490e-03 0.0049013286 0.034346650 0.011585849 0.011338305
## 19 4.765132e-03 0.0004688775 0.006352392 0.005535342 0.002812331
## 20 2.149725e-02 0.0210493396 0.039056331 0.007531165 0.023675433
## 21 7.415926e-03 0.0042818520 0.019116447 0.005849950 0.016530684
## PC51.40 PC52.40 PC53.40 PC54.40 PC55.40
## 1 0.0079120422 0.010260133 0.0224989660 0.0009282111 0.0083899575
## 2 0.0225559026 0.026505585 0.0067752280 0.0047643213 0.0120984899
## 3 0.0010542637 0.003602526 0.0067532476 0.0206846249 0.0229972681
## 4 0.0007122451 0.021253623 0.0162096397 0.0001327207 0.0018413514
## 5 0.0348999035 0.015408438 0.0240816375 0.0049659548 0.0207779032
## 6 0.0074320911 0.015030708 0.0073035634 0.0042939071 0.0346327047
## 7 0.0062218989 0.017400543 0.0003121021 0.0008153605 0.0002492435
## 8 0.0174147560 0.003283311 0.0161508867 0.0250851364 0.0044339644
## 9 0.0003602512 0.007965090 0.0003402151 0.0076261223 0.0089668291
## 10 0.0115477345 0.018993334 0.0068510418 0.0090353732 0.0107914432
## 11 0.0285095830 0.018949358 0.0239896580 0.0229405306 0.0199564132
## 12 0.0055778764 0.022300422 0.0098949963 0.0021540562 0.0228900802
## 13 0.0032255325 0.009809450 0.0069686322 0.0010971014 0.0170561667
## 14 0.0227222457 0.005435733 0.0003310062 0.0319835895 0.0276264632
## 15 0.0133442124 0.004402327 0.0095169916 0.0066988085 0.0067861623
## 16 0.0163549630 0.003342822 0.0049581117 0.0329088967 0.0127457601
## 17 0.0174451145 0.037332067 0.0019002684 0.0261463582 0.0097246318
## 18 0.0108721330 0.003786968 0.0114923788 0.0255463749 0.0322956348
## 19 0.0091977040 0.032923408 0.0116590708 0.0232261491 0.0259331015
## 20 0.0154326407 0.024887811 0.0073984141 0.0111963175 0.0067305232
## 21 0.0379471377 0.008881274 0.0035079314 0.0166824679 0.0104525930
## PC56.40 PC57.40 PC58.40 PC59.40 PC60.40
## 1 0.014990632 0.0172954496 0.0396379065 0.024000690 0.0191659143
## 2 0.017384738 0.0089305646 0.0094859202 0.017991220 0.0008404033
## 3 0.008160058 0.0154399341 0.0257238149 0.003237870 0.0172457701
## 4 0.019307970 0.0249291572 0.0001651332 0.024050442 0.0024020792
## 5 0.017428398 0.0092653191 0.0150806355 0.004575406 0.0055820639
## 6 0.003893830 0.0060888693 0.0330127589 0.014603257 0.0035787723
## 7 0.001332933 0.0024059648 0.0205310620 0.012657808 0.0304951417
## 8 0.018716282 0.0087558228 0.0163066446 0.016133556 0.0411753410
## 9 0.014011081 0.0027969516 0.0117947049 0.003531238 0.0054182727
## 10 0.020679185 0.0010814374 0.0044385602 0.005352310 0.0112577741
## 11 0.001411413 0.0345738076 0.0005703724 0.001808387 0.0071341350
## 12 0.006637964 0.0150600203 0.0125730627 0.007086312 0.0161317622
## 13 0.020437942 0.0222050920 0.0057568211 0.017349748 0.0146415426
## 14 0.017379748 0.0005879765 0.0144710664 0.003757723 0.0193812336
## 15 0.006149095 0.0278880309 0.0131300471 0.011914935 0.0284977274
## 16 0.021258552 0.0048808402 0.0320283684 0.020303858 0.0109428327
## 17 0.042124049 0.0005518043 0.0043324004 0.018429089 0.0332279822
## 18 0.008709661 0.0147262760 0.0089823566 0.011496998 0.0088015811
## 19 0.018191571 0.0199952455 0.0091488981 0.010880241 0.0258148884
## 20 0.009191888 0.0135779051 0.0152486166 0.003651091 0.0218361221
## 21 0.034062923 0.0041799317 0.0322035596 0.011445584 0.0176314357
## PC61.40 PC62.40 PC63.40 PC64.40 PC65.40
## 1 0.0162601209 0.0086813661 0.0212797735 0.0207177417 0.001980126
## 2 0.0180262040 0.0031914290 0.0390788541 0.0032544612 0.007812256
## 3 0.0058994604 0.0034621306 0.0028544941 0.0119159451 0.002351855
## 4 0.0290625104 0.0022094006 0.0070521237 0.0007189327 0.020260927
## 5 0.0033816502 0.0257091467 0.0191843733 0.0097488212 0.024941440
## 6 0.0378627010 0.0005669022 0.0102937100 0.0257337042 0.008161305
## 7 0.0104460853 0.0014341600 0.0521647928 0.0157589581 0.012874701
## 8 0.0001218313 0.0126564643 0.0188375284 0.0258825479 0.006652772
## 9 0.0018429547 0.0128890391 0.0257574396 0.0165285383 0.008305204
## 10 0.0103215209 0.0237657946 0.0398226846 0.0022061130 0.010377480
## 11 0.0287538718 0.0022581916 0.0062318038 0.0229996852 0.004484612
## 12 0.0218361152 0.0191882290 0.0030040760 0.0119618608 0.022211332
## 13 0.0303494108 0.0002165496 0.0019205516 0.0357412557 0.002299145
## 14 0.0068189135 0.0099734183 0.0037094319 0.0039693320 0.008179798
## 15 0.0066982154 0.0049344800 0.0017799189 0.0078872235 0.002852583
## 16 0.0084561941 0.0109221520 0.0236205478 0.0370467756 0.003178783
## 17 0.0135424983 0.0150148673 0.0268405480 0.0072716741 0.008621503
## 18 0.0178971176 0.0152850436 0.0033183099 0.0093220298 0.008236429
## 19 0.0165878861 0.0295861388 0.0189217779 0.0086562750 0.011889431
## 20 0.0117795543 0.0142687579 0.0028545709 0.0211573070 0.011030383
## 21 0.0009550841 0.0039387227 0.0009389781 0.0020680938 0.026523212
## PC66.40 PC67.40 PC68.40
## 1 0.009463586 0.0097470611 0.001776270
## 2 0.022745494 0.0051511631 0.007559992
## 3 0.013604002 0.0086215364 0.014085568
## 4 0.002539966 0.0048560626 0.003775663
## 5 0.032972251 0.0098866706 0.015697639
## 6 0.009185125 0.0072343224 0.009977489
## 7 0.020570655 0.0208716510 0.002466985
## 8 0.006601839 0.0136076170 0.011504675
## 9 0.013816156 0.0034042207 0.002367678
## 10 0.007431757 0.0160209828 0.019939570
## 11 0.049476845 0.0147944324 0.005988132
## 12 0.029049346 0.0137841742 0.028552006
## 13 0.000491490 0.0381285435 0.001384313
## 14 0.045767586 0.0093709160 0.021899326
## 15 0.003270557 0.0053971046 0.028104973
## 16 0.009898796 0.0194024863 0.009317544
## 17 0.001465802 0.0007717288 0.005502424
## 18 0.010521834 0.0120634646 0.005106270
## 19 0.013859452 0.0269761205 0.001241006
## 20 0.003632873 0.0096273589 0.002717005
## 21 0.032522131 0.0089167304 0.011957627
## programN.41 PC1.41 PC2.41
## 1 Private.School.Leadership 0.029591067 0.009104437
## 2 Education.Technology 0.010341837 0.014739512
## 3 Diabetes.Education 0.001346140 0.029004561
## 4 Behavior.Analysis 0.011792158 0.029442142
## 5 Education.Leadership 0.023981758 0.004788017
## 6 Sociology 0.021582333 0.024251895
## 7 Design.and.Development.of.Digital.Games 0.006355681 0.014408881
## 8 Dance.Education 0.003061861 0.002731713
## 9 Sexuality..Women.and.Gender.in.Psychology 0.021661557 0.026960344
## 10 Change.Leadership 0.039864893 0.001507808
## 11 Creative.Technologies 0.006303883 0.009043693
## 12 Early.Childhood.Education 0.016317549 0.002736457
## 13 Art.Education 0.015556498 0.002048307
## 14 Economics.and.Education 0.033591829 0.008906657
## 15 Physiology 0.014574071 0.036751371
## 16 Clinical.Psychology 0.022202776 0.037195249
## 17 Communication.Sciences.and.Disorders 0.012222249 0.021605319
## 18 Gifted.Education 0.009288762 0.004412504
## 19 Politics 0.031089218 0.016924948
## 20 Measurement..Evaluation.and.Statistics 0.006434911 0.001654446
## 21 Kinesiology 0.009196925 0.037890503
## PC3.41 PC4.41 PC5.41 PC6.41 PC7.41
## 1 0.0041877010 0.003549790 0.030995370 0.0267911433 0.010369450
## 2 0.0404940795 0.001439835 0.026545860 0.0035173959 0.012013695
## 3 0.0050051172 0.002000111 0.003031366 0.0193392395 0.020485282
## 4 0.0172199379 0.009145169 0.003089912 0.0114224457 0.002099494
## 5 0.0006161223 0.014156687 0.025750436 0.0036752154 0.014110727
## 6 0.0045334295 0.027895217 0.002804944 0.0061365878 0.011291739
## 7 0.0449906991 0.031338602 0.012099339 0.0200423506 0.003449517
## 8 0.0235640740 0.013916617 0.029933153 0.0161084934 0.047410204
## 9 0.0039637231 0.012604293 0.023231967 0.0241148815 0.016476556
## 10 0.0131650993 0.021208835 0.009947538 0.0187839045 0.004456839
## 11 0.0385378293 0.017902383 0.004379405 0.0164805896 0.015249997
## 12 0.0021324511 0.026053939 0.013054109 0.0121212730 0.020794978
## 13 0.0089310749 0.002073455 0.022933112 0.0089905332 0.024412423
## 14 0.0028566709 0.019199586 0.018205005 0.0019850768 0.007871655
## 15 0.0037967058 0.019235619 0.005857138 0.0047655130 0.008507044
## 16 0.0031620282 0.001190155 0.004759591 0.0145551406 0.020461037
## 17 0.0114353776 0.021696895 0.011556281 0.0310619020 0.045103579
## 18 0.0187600132 0.017369485 0.023692494 0.0027821733 0.045686018
## 19 0.0029590339 0.023970624 0.007268134 0.0004427211 0.006830126
## 20 0.0432617565 0.009064714 0.005170621 0.0293884964 0.020607083
## 21 0.0098025730 0.002234410 0.006726859 0.0100511161 0.005571745
## PC8.41 PC9.41 PC10.41 PC11.41 PC12.41
## 1 8.365476e-03 0.004407586 0.0018129601 0.0009176543 0.009298711
## 2 3.468091e-03 0.006246917 0.0001833444 0.0071108922 0.011552105
## 3 3.436564e-02 0.025550739 0.0083823655 0.0020275950 0.001307258
## 4 2.186689e-02 0.019010098 0.0075694465 0.0068611686 0.003184735
## 5 1.261220e-02 0.002085505 0.0382958480 0.0180075020 0.019437492
## 6 7.061468e-03 0.001296332 0.0150742112 0.0262233891 0.008732706
## 7 4.624458e-03 0.003947530 0.0175316831 0.0086196215 0.022174927
## 8 1.719348e-02 0.002415794 0.0234615127 0.0154751033 0.013925381
## 9 1.333939e-02 0.020629130 0.0133064824 0.0280992606 0.013508356
## 10 4.742287e-05 0.003735709 0.0179235215 0.0139374341 0.002607609
## 11 2.948344e-02 0.010511664 0.0101118600 0.0151849878 0.004083316
## 12 3.302844e-02 0.021549936 0.0196400201 0.0071002159 0.001455092
## 13 6.733567e-03 0.001048565 0.0354939210 0.0342816576 0.024098872
## 14 9.713329e-03 0.017746346 0.0159588397 0.0104475007 0.009214677
## 15 1.210306e-02 0.013003430 0.0099895795 0.0350039915 0.016826299
## 16 9.670310e-03 0.007534750 0.0044329389 0.0003156260 0.021808217
## 17 2.018048e-02 0.003670227 0.0100800326 0.0273229533 0.003080459
## 18 3.208832e-02 0.016162825 0.0040634158 0.0056499626 0.033897016
## 19 2.075811e-02 0.009224028 0.0224597790 0.0076984392 0.004691874
## 20 1.407094e-03 0.017986220 0.0238703915 0.0130058611 0.025791954
## 21 1.151912e-02 0.003794105 0.0146540900 0.0109812550 0.023919379
## PC13.41 PC14.41 PC15.41 PC16.41 PC17.41
## 1 0.0067930806 3.416363e-02 0.0095813212 0.005696281 0.0052771841
## 2 0.0390417431 3.314764e-02 0.0103980243 0.030173068 0.0251565088
## 3 0.0224833564 1.161929e-04 0.0249082768 0.011650159 0.0049883479
## 4 0.0237433847 4.281211e-02 0.0074475140 0.008750594 0.0240979897
## 5 0.0134708181 5.203234e-02 0.0166055939 0.005221424 0.0363839623
## 6 0.0003873450 2.056018e-02 0.0091526378 0.008549125 0.0077309109
## 7 0.0136066046 2.651532e-02 0.0178325436 0.011643175 0.0056585626
## 8 0.0227163619 3.526774e-03 0.0012952068 0.001816857 0.0375070479
## 9 0.0095990422 2.827734e-03 0.0241542699 0.003440244 0.0041580796
## 10 0.0073583512 1.462565e-02 0.0120026413 0.011577729 0.0106277830
## 11 0.0175345238 8.110235e-05 0.0111792907 0.025003269 0.0157504987
## 12 0.0251107596 3.195039e-03 0.0261418507 0.032150140 0.0249982477
## 13 0.0317734411 8.276382e-03 0.0147341776 0.042387978 0.0099082432
## 14 0.0059522552 3.166396e-02 0.0001306213 0.004179001 0.0278652033
## 15 0.0110960670 1.699382e-04 0.0058982743 0.018227567 0.0090266772
## 16 0.0003086636 6.200889e-03 0.0038287891 0.004582990 0.0406961358
## 17 0.0063129079 1.275419e-02 0.0086317750 0.014593970 0.0006396479
## 18 0.0208054594 1.580501e-02 0.0093776443 0.004570248 0.0252271450
## 19 0.0041233037 1.410260e-02 0.0100466174 0.020743826 0.0165994936
## 20 0.0303641121 1.805421e-02 0.0080457885 0.011166111 0.0075813830
## 21 0.0134701839 3.432059e-02 0.0247863002 0.028416728 0.0062068874
## PC18.41 PC19.41 PC20.41 PC21.41 PC22.41
## 1 3.075458e-02 0.005755969 0.013616821 0.002420389 0.0336023085
## 2 9.632558e-06 0.010378777 0.006710492 0.009992637 0.0164255942
## 3 4.570281e-02 0.012520540 0.005576673 0.001495298 0.0148627765
## 4 9.685868e-03 0.048701596 0.013158863 0.016135867 0.0114544619
## 5 9.352064e-03 0.007566880 0.011437563 0.012036774 0.0064925523
## 6 3.327938e-02 0.038723593 0.003486161 0.024071735 0.0233573982
## 7 2.132736e-02 0.010235224 0.001633480 0.001729228 0.0137213581
## 8 1.670549e-02 0.019291414 0.024974276 0.004099126 0.0258577548
## 9 1.305328e-02 0.013975436 0.017997007 0.009493938 0.0042878651
## 10 7.426459e-03 0.008412830 0.005304519 0.008609048 0.0017019265
## 11 7.826559e-03 0.027600464 0.025465545 0.023831901 0.0115289516
## 12 9.939035e-03 0.001015508 0.028130418 0.017168316 0.0160529655
## 13 1.040518e-02 0.008058136 0.008551660 0.003243627 0.0199219101
## 14 1.331503e-02 0.005162463 0.013509464 0.014296106 0.0406304943
## 15 1.496784e-02 0.012278341 0.021873948 0.001401894 0.0086863685
## 16 4.627692e-03 0.009859608 0.008355508 0.006551820 0.0112093208
## 17 6.730579e-04 0.021085333 0.001082123 0.008128416 0.0117285829
## 18 1.401836e-02 0.013188328 0.001946306 0.010921504 0.0046198194
## 19 8.684669e-04 0.012028860 0.009796412 0.013707060 0.0370342785
## 20 3.109251e-02 0.009605183 0.016777008 0.002808705 0.0062915205
## 21 4.087607e-03 0.013931527 0.002792422 0.023834714 0.0006358971
## PC23.41 PC24.41 PC25.41 PC26.41 PC27.41
## 1 0.0013435304 0.0375909646 0.0009519840 0.017374584 0.022091746
## 2 0.0111433760 0.0039617487 0.0192148835 0.015449554 0.001235330
## 3 0.0252069458 0.0034863291 0.0067578970 0.015114218 0.007009808
## 4 0.0052346942 0.0102293172 0.0128940564 0.024440115 0.010963900
## 5 0.0250909792 0.0076141741 0.0108427881 0.007009874 0.027882938
## 6 0.0146476061 0.0371095575 0.0005793825 0.005853814 0.011773129
## 7 0.0244510058 0.0136231698 0.0019594510 0.031170855 0.014719210
## 8 0.0180956248 0.0068183260 0.0034363369 0.016879997 0.007594187
## 9 0.0186929163 0.0170201715 0.0246005033 0.011766409 0.007402011
## 10 0.0054424395 0.0288479627 0.0166479520 0.004553920 0.002824760
## 11 0.0006137766 0.0009855782 0.0530934386 0.010075115 0.027294153
## 12 0.0265951318 0.0384892121 0.0118781100 0.010273766 0.013511713
## 13 0.0063132496 0.0152701300 0.0034042358 0.031324719 0.003351852
## 14 0.0070842949 0.0185943544 0.0108446146 0.005448896 0.018845067
## 15 0.0061604518 0.0091902405 0.0132747965 0.023506191 0.030570803
## 16 0.0065323858 0.0153950713 0.0143380328 0.013404488 0.016906016
## 17 0.0158609226 0.0105237618 0.0334632115 0.008256672 0.014012758
## 18 0.0074840154 0.0051305775 0.0377828691 0.023658391 0.023583957
## 19 0.0332291872 0.0092151373 0.0293152820 0.002205597 0.016776723
## 20 0.0112868795 0.0152568543 0.0015038946 0.006819988 0.011248786
## 21 0.0008849579 0.0051847978 0.0039431454 0.053921207 0.029626664
## PC28.41 PC29.41 PC30.41 PC31.41 PC32.41
## 1 0.0009106448 0.0063290486 0.026291000 0.003132633 0.024761860
## 2 0.0051601802 0.0005887637 0.013761298 0.001719340 0.015130442
## 3 0.0406683788 0.0110291989 0.033659846 0.012925584 0.003322758
## 4 0.0025146364 0.0107530676 0.008874186 0.006938124 0.019270154
## 5 0.0084579786 0.0042752736 0.014400389 0.003058439 0.010422399
## 6 0.0139280529 0.0144149003 0.035087488 0.006263718 0.007041298
## 7 0.0156336862 0.0088036535 0.012601867 0.004174359 0.002985197
## 8 0.0065093773 0.0030711560 0.010824531 0.005945130 0.014643613
## 9 0.0202215632 0.0216256132 0.004257236 0.024724147 0.010793176
## 10 0.0023690702 0.0153930982 0.031319314 0.008064735 0.027402388
## 11 0.0334229386 0.0053218395 0.019245694 0.020241797 0.015027971
## 12 0.0114065064 0.0220903197 0.031967155 0.004969600 0.018598709
## 13 0.0108956346 0.0104823904 0.042617037 0.034447106 0.024905501
## 14 0.0076901521 0.0143016592 0.005576674 0.008902280 0.038486901
## 15 0.0230332210 0.0311965366 0.015108464 0.037636745 0.020824063
## 16 0.0079974356 0.0107434404 0.012143080 0.017783776 0.004334949
## 17 0.0236642831 0.0214350484 0.021454496 0.014363198 0.009577620
## 18 0.0128267284 0.0068408549 0.003596600 0.008247822 0.003241262
## 19 0.0037381892 0.0185988883 0.001219636 0.027985270 0.042074434
## 20 0.0154582198 0.0062046542 0.047204090 0.001692669 0.008458964
## 21 0.0110468411 0.0068904121 0.006011165 0.010736963 0.025043157
## PC33.41 PC34.41 PC35.41 PC36.41 PC37.41
## 1 0.003900067 0.0270412766 0.0123699380 0.016596176 0.009117328
## 2 0.020596939 0.0337535404 0.0065986933 0.023176107 0.048080238
## 3 0.013039362 0.0240064361 0.0373494506 0.002304568 0.021391443
## 4 0.014351280 0.0030622628 0.0134227570 0.025463100 0.020752434
## 5 0.011672242 0.0265106743 0.0001300507 0.009012071 0.008536677
## 6 0.007876113 0.0145056557 0.0198478117 0.020685769 0.043495013
## 7 0.019114751 0.0120255242 0.0013550745 0.009789433 0.022382828
## 8 0.018941810 0.0081385843 0.0287950756 0.004565738 0.007414103
## 9 0.022198613 0.0463595486 0.0191663483 0.004387870 0.007129389
## 10 0.006319330 0.0450600447 0.0128065007 0.013685729 0.026586491
## 11 0.011214073 0.0027082578 0.0236953447 0.013194995 0.012710493
## 12 0.003785468 0.0076944941 0.0127757896 0.005991220 0.006662558
## 13 0.007491136 0.0108015540 0.0025048870 0.024866510 0.007964189
## 14 0.029518052 0.0115448747 0.0081394438 0.008770795 0.036231280
## 15 0.017216513 0.0208803279 0.0179564765 0.023148045 0.034225183
## 16 0.070436858 0.0222208884 0.0302436071 0.005997443 0.004252089
## 17 0.014138344 0.0006488152 0.0033528396 0.010613389 0.001177010
## 18 0.008469511 0.0127960320 0.0227466346 0.033959883 0.019103611
## 19 0.002870768 0.0104003786 0.0133473051 0.017387287 0.001571913
## 20 0.017022131 0.0009184801 0.0379911299 0.003877119 0.037920854
## 21 0.031809046 0.0024198002 0.0121143211 0.014210240 0.004344355
## PC38.41 PC39.41 PC40.41 PC41.41 PC42.41
## 1 0.007285253 0.0103233842 0.0213056336 0.001723829 0.04030641
## 2 0.019885236 0.0041671640 0.0161036727 0.026946031 0.03763938
## 3 0.002080026 0.0398844841 0.0051088455 0.019528950 0.03729602
## 4 0.041365502 0.0298933449 0.0009579026 0.015245263 0.03566889
## 5 0.006155270 0.0226132142 0.0032526810 0.011570268 0.03483194
## 6 0.007439036 0.0195588295 0.0223983143 0.008467525 0.03290123
## 7 0.003711882 0.0139428249 0.0425738295 0.003224138 0.03238990
## 8 0.002471392 0.0152522862 0.0167832010 0.003079813 0.03096692
## 9 0.007958182 0.0026019229 0.0017444771 0.007651826 0.03030729
## 10 0.017914765 0.0233524092 0.0102599234 0.009712448 0.02871039
## 11 0.025403862 0.0276109560 0.0149122081 0.006551731 0.02801652
## 12 0.011242512 0.0240057629 0.0267822260 0.021991109 0.02692015
## 13 0.015840697 0.0054013909 0.0478201822 0.028797703 0.02635590
## 14 0.007465190 0.0023487291 0.0108861578 0.014079541 0.02479572
## 15 0.001936499 0.0225391866 0.0137636615 0.018234446 0.02394877
## 16 0.003650099 0.0008797659 0.0166138263 0.013519563 0.02182742
## 17 0.021121889 0.0116742314 0.0462970274 0.006054332 0.02100370
## 18 0.021678306 0.0317763927 0.0222364850 0.027790945 0.02065633
## 19 0.014884835 0.0282106408 0.0254883104 0.008059540 0.02036331
## 20 0.010920916 0.0168818969 0.0079551524 0.009891196 0.02006601
## 21 0.019864362 0.0166791630 0.0173417516 0.029463084 0.01970770
## PC43.41 PC44.41 PC45.41 PC46.41 PC47.41
## 1 0.036568891 0.0098255164 0.005306105 0.019153358 0.014436869
## 2 0.023721813 0.0166849922 0.019832347 0.010580637 0.009689343
## 3 0.002483246 0.0222760224 0.016185542 0.001550490 0.004901329
## 4 0.005650095 0.0381013780 0.019278250 0.036561553 0.022523798
## 5 0.017869632 0.0150544850 0.031944262 0.006517117 0.014022444
## 6 0.013574254 0.0064833617 0.017747768 0.008612097 0.023417270
## 7 0.007774936 0.0136248466 0.006899918 0.015437185 0.018541582
## 8 0.015924592 0.0163349267 0.041307348 0.010126927 0.016430223
## 9 0.025638410 0.0062154054 0.008202022 0.020747391 0.001122818
## 10 0.006222037 0.0062976900 0.001009946 0.001334873 0.017586159
## 11 0.009297284 0.0235046652 0.020137958 0.022286234 0.008961923
## 12 0.019150156 0.0031657556 0.025752231 0.007428793 0.004845564
## 13 0.005219606 0.0101290310 0.027060375 0.023231779 0.020923656
## 14 0.012356058 0.0327768402 0.009293799 0.020395223 0.030644414
## 15 0.008844516 0.0173245255 0.004533967 0.007415926 0.004281852
## 16 0.005071890 0.0083764360 0.004084068 0.007130567 0.023543525
## 17 0.024645444 0.0391257924 0.017920101 0.014918303 0.003944670
## 18 0.020324925 0.0002421774 0.010535776 0.025985308 0.011029594
## 19 0.006375211 0.0012015240 0.012216181 0.015229575 0.004067766
## 20 0.013458194 0.0186957270 0.006630258 0.010518328 0.010275324
## 21 0.005760452 0.0353090663 0.012366391 0.005400196 0.012813058
## PC48.41 PC49.41 PC50.41 PC51.41 PC52.41
## 1 0.022756666 0.015081237 0.0012942469 0.0143063583 0.004316882
## 2 0.012353149 0.013607762 0.0082460644 0.0055778764 0.022300422
## 3 0.034346650 0.011585849 0.0113383049 0.0108721330 0.003786968
## 4 0.023359232 0.003357948 0.0181328516 0.0027691381 0.012012841
## 5 0.006928971 0.011638277 0.0173617651 0.0058930527 0.009767312
## 6 0.014773409 0.005743079 0.0219280510 0.0142356650 0.006706854
## 7 0.009676484 0.012731327 0.0205016989 0.0289123414 0.021633326
## 8 0.019272333 0.014679402 0.0014358939 0.0284263899 0.029473732
## 9 0.003687112 0.001709257 0.0062403701 0.0290759161 0.002930999
## 10 0.017434662 0.037671790 0.0145545413 0.0127903893 0.006595781
## 11 0.010819072 0.023067268 0.0025410549 0.0068262164 0.027658524
## 12 0.053465401 0.007169404 0.0029971363 0.0133442124 0.004402327
## 13 0.016321533 0.011960728 0.0203909090 0.0003602512 0.007965090
## 14 0.006567045 0.012669433 0.0067770310 0.0189293903 0.012817131
## 15 0.019116447 0.005849950 0.0165306837 0.0379471377 0.008881274
## 16 0.013181214 0.004030878 0.0189340516 0.0300586945 0.026442880
## 17 0.020050985 0.007372473 0.0208309307 0.0384915651 0.004252518
## 18 0.021590478 0.021740957 0.0212509860 0.0115477345 0.018993334
## 19 0.021415245 0.008644322 0.0009013305 0.0213108368 0.026298120
## 20 0.008846563 0.020997691 0.0158671679 0.0078240958 0.022273503
## 21 0.004135378 0.025434165 0.0019009680 0.0062218989 0.017400543
## PC53.41 PC54.41 PC55.41 PC56.41 PC57.41
## 1 0.0178186376 0.0018797221 0.0209410722 0.0125424399 0.0097112722
## 2 0.0098949963 0.0021540562 0.0228900802 0.0066379636 0.0150600203
## 3 0.0114923788 0.0255463749 0.0322956348 0.0087096612 0.0147262760
## 4 0.0220259129 0.0111204576 0.0003648512 0.0077348914 0.0191647654
## 5 0.0243144468 0.0171445546 0.0324275632 0.0196462852 0.0158506812
## 6 0.0043644760 0.0079230424 0.0016213797 0.0178425836 0.0363386915
## 7 0.0403311456 0.0005479920 0.0506128239 0.0125973203 0.0006417965
## 8 0.0247756465 0.0504591551 0.0296859948 0.0003145702 0.0063706863
## 9 0.0379608313 0.0320571934 0.0027015202 0.0086863854 0.0256685339
## 10 0.0036184290 0.0276847937 0.0073353538 0.0172721071 0.0114711009
## 11 0.0026353835 0.0026470887 0.0168570773 0.0009952676 0.0028220103
## 12 0.0095169916 0.0066988085 0.0067861623 0.0061490947 0.0278880309
## 13 0.0003402151 0.0076261223 0.0089668291 0.0140110813 0.0027969516
## 14 0.0112425240 0.0129525274 0.0087715572 0.0009341546 0.0110941329
## 15 0.0035079314 0.0166824679 0.0104525930 0.0340629232 0.0041799317
## 16 0.0052762001 0.0181709192 0.0093481064 0.0129663081 0.0251931664
## 17 0.0264895088 0.0154717497 0.0099702683 0.0171239753 0.0204208195
## 18 0.0068510418 0.0090353732 0.0107914432 0.0206791847 0.0010814374
## 19 0.0350156343 0.0164705989 0.0238570168 0.0080749649 0.0183184898
## 20 0.0123513819 0.0002232964 0.0169745055 0.0305796396 0.0504030134
## 21 0.0003121021 0.0008153605 0.0002492435 0.0013329334 0.0024059648
## PC58.41 PC59.41 PC60.41 PC61.41 PC62.41
## 1 0.0167199056 0.0091127237 0.006072856 0.0128142476 0.065107427
## 2 0.0125730627 0.0070863118 0.016131762 0.0218361152 0.019188229
## 3 0.0089823566 0.0114969983 0.008801581 0.0178971176 0.015285044
## 4 0.0083703260 0.0061295494 0.006920273 0.0096855300 0.005270374
## 5 0.0009472866 0.0142924798 0.014205217 0.0054475466 0.047525312
## 6 0.0275029508 0.0036902351 0.005978005 0.0151243999 0.001690232
## 7 0.0052174617 0.0125557911 0.001549461 0.0250534539 0.024249251
## 8 0.0084707774 0.0092398274 0.016366989 0.0067881657 0.018305213
## 9 0.0128126667 0.0114304209 0.020121570 0.0158693475 0.022357049
## 10 0.0333398061 0.0206921302 0.004722329 0.0336465824 0.027161957
## 11 0.0055128938 0.0008688294 0.022336711 0.0011799586 0.006944575
## 12 0.0131300471 0.0119149345 0.028497727 0.0066982154 0.004934480
## 13 0.0117947049 0.0035312382 0.005418273 0.0018429547 0.012889039
## 14 0.0410441146 0.0225432489 0.017457682 0.0333399449 0.030173503
## 15 0.0322035596 0.0114455837 0.017631436 0.0009550841 0.003938723
## 16 0.0409487207 0.0057102701 0.024372695 0.0042315599 0.014286710
## 17 0.0365678794 0.0002426167 0.002771308 0.0143880794 0.012457916
## 18 0.0044385602 0.0053523100 0.011257774 0.0103215209 0.023765795
## 19 0.0116716019 0.0049112652 0.013655856 0.0288153660 0.037323921
## 20 0.0228740493 0.0170088588 0.020068990 0.0282726925 0.004814962
## 21 0.0205310620 0.0126578077 0.030495142 0.0104460853 0.001434160
## PC63.41 PC64.41 PC65.41 PC66.41 PC67.41
## 1 0.0011954156 0.0034060351 8.064042e-03 0.0071524370 9.976382e-03
## 2 0.0030040760 0.0119618608 2.221133e-02 0.0290493460 1.378417e-02
## 3 0.0033183099 0.0093220298 8.236429e-03 0.0105218341 1.206346e-02
## 4 0.0104825716 0.0055515971 1.457115e-02 0.0189294059 6.171772e-03
## 5 0.0277471992 0.0240274807 1.512921e-02 0.0017684703 8.809235e-04
## 6 0.0103424045 0.0075662393 1.701307e-02 0.0079692473 1.764838e-02
## 7 0.0127347178 0.0003502170 1.565995e-02 0.0175308086 1.858546e-02
## 8 0.0028794476 0.0008058106 5.078441e-04 0.0055624860 7.965321e-05
## 9 0.0121435390 0.0416212060 2.302152e-02 0.0159150690 2.720838e-03
## 10 0.0361192561 0.0077472770 3.626377e-02 0.0071977393 2.911871e-02
## 11 0.0251707820 0.0237099683 3.228760e-02 0.0041561796 2.353511e-02
## 12 0.0017799189 0.0078872235 2.852583e-03 0.0032705573 5.397105e-03
## 13 0.0257574396 0.0165285383 8.305204e-03 0.0138161559 3.404221e-03
## 14 0.0149459237 0.0053521695 2.299848e-02 0.0057182745 1.442347e-02
## 15 0.0009389781 0.0020680938 2.652321e-02 0.0325221308 8.916730e-03
## 16 0.0118479917 0.0233301969 3.212743e-02 0.0061115586 4.043560e-03
## 17 0.0055364581 0.0176567713 1.037999e-02 0.0001655415 1.124378e-03
## 18 0.0398226846 0.0022061130 1.037748e-02 0.0074317565 1.602098e-02
## 19 0.0041764768 0.0079865294 1.296456e-02 0.0239976262 4.366769e-03
## 20 0.0124013487 0.0093039685 9.480562e-05 0.0129384990 1.220094e-02
## 21 0.0521647928 0.0157589581 1.287470e-02 0.0205706554 2.087165e-02
## PC68.41 programN.42 PC1.42
## 1 0.0225654471 Nursing 0.0006894445
## 2 0.0285520058 Bilingual.Bicultural.Education 0.0276069141
## 3 0.0051062697 Reading 0.0204406685
## 4 0.0203638845 Private.School.Leadership 0.0295910671
## 5 0.0202401258 International.and.Comparative.Education 0.0211310159
## 6 0.0377772817 Learning.Analytics 0.0056459553
## 7 0.0159891192 Movement.Science 0.0133424668
## 8 0.0113511622 College.Advising 0.0203485432
## 9 0.0199583902 Adult.Education 0.0284241315
## 10 0.0001917411 Cooperation.and.Conflict.Resolution 0.0305095423
## 11 0.0017110830 Inclusive.Education 0.0170615072
## 12 0.0281049725 Sexuality..Women.and.Gender.in.Psychology 0.0216615570
## 13 0.0023676781 Neuroscience 0.0082813494
## 14 0.0194302042 Communication.Sciences.and.Disorders 0.0122222491
## 15 0.0119576270 Education.Technology 0.0103418372
## 16 0.0253828798 Social.Organizational.Psychology 0.0318410169
## 17 0.0214321773 Early.Childhood.Special.Education 0.0044082527
## 18 0.0199395695 Gifted.Education 0.0092887624
## 19 0.0302318253 Education.Policy 0.0323267164
## 20 0.0082811154 Early.Childhood.Education 0.0163175487
## 21 0.0024669852 Motor.Learning.and.Control 0.0103610148
## PC2.42 PC3.42 PC4.42 PC5.42 PC6.42
## 1 0.031856095 0.010283132 0.0149187169 0.019532896 0.013044813
## 2 0.013406975 0.006811021 0.0283298432 0.005426524 0.018713220
## 3 0.001183486 0.007979803 0.0150766710 0.028443466 0.013120434
## 4 0.009104437 0.004187701 0.0035497901 0.030995370 0.026791143
## 5 0.021317674 0.001573788 0.0026405401 0.015324399 0.015610297
## 6 0.002782266 0.048876967 0.0065973590 0.001854961 0.025630479
## 7 0.022352574 0.013814476 0.0083708817 0.002063737 0.027826402
## 8 0.009774807 0.016338615 0.0086642029 0.024373204 0.014677169
## 9 0.013389713 0.001175350 0.0094882961 0.020011212 0.026282169
## 10 0.008861744 0.005560395 0.0059667531 0.003008791 0.004433728
## 11 0.010920638 0.003218646 0.0005861185 0.022383499 0.029782550
## 12 0.026960344 0.003963723 0.0126042931 0.023231967 0.024114881
## 13 0.034657422 0.027410759 0.0046522158 0.006940352 0.017080153
## 14 0.021605319 0.011435378 0.0216968948 0.011556281 0.031061902
## 15 0.014739512 0.040494080 0.0014398348 0.026545860 0.003517396
## 16 0.008441504 0.011637985 0.0017916352 0.009742845 0.013647755
## 17 0.025552068 0.022388206 0.0313996215 0.016186983 0.007534817
## 18 0.004412504 0.018760013 0.0173694849 0.023692494 0.002782173
## 19 0.008793870 0.008099375 0.0114610317 0.001533022 0.001270167
## 20 0.002736457 0.002132451 0.0260539388 0.013054109 0.012121273
## 21 0.007760468 0.027788718 0.0129907983 0.017326761 0.017715486
## PC7.42 PC8.42 PC9.42 PC10.42 PC11.42
## 1 0.0085190617 0.0026309260 0.005337466 0.0235534283 6.672129e-05
## 2 0.0284029244 0.0043779484 0.021853686 0.0227016327 2.662356e-02
## 3 0.0029247239 0.0232753503 0.004192322 0.0131786178 1.519289e-02
## 4 0.0103694505 0.0083654759 0.004407586 0.0018129601 9.176543e-04
## 5 0.0005809751 0.0495759211 0.009503601 0.0015536521 4.058292e-02
## 6 0.0233082384 0.0235058202 0.009432336 0.0153262453 1.986265e-02
## 7 0.0039635750 0.0100037670 0.010125142 0.0290958703 1.176450e-02
## 8 0.0109723742 0.0150352054 0.001865618 0.0199292707 2.437914e-02
## 9 0.0201978831 0.0135619588 0.001392056 0.0118614379 5.860820e-03
## 10 0.0145779120 0.0086628587 0.029455859 0.0198420109 1.025170e-02
## 11 0.0152540510 0.0071218003 0.009367531 0.0180083256 3.564825e-02
## 12 0.0164765555 0.0133393896 0.020629130 0.0133064824 2.809926e-02
## 13 0.0031980504 0.0060050438 0.024451768 0.0084495571 1.281742e-03
## 14 0.0451035789 0.0201804760 0.003670227 0.0100800326 2.732295e-02
## 15 0.0120136951 0.0034680911 0.006246917 0.0001833444 7.110892e-03
## 16 0.0032897977 0.0243186267 0.021943755 0.0132336368 3.331628e-02
## 17 0.0212184000 0.0177969933 0.030278451 0.0153284004 1.066777e-02
## 18 0.0456860180 0.0320883183 0.016162825 0.0040634158 5.649963e-03
## 19 0.0369923208 0.0009551069 0.024343303 0.0132230845 4.030113e-03
## 20 0.0207949782 0.0330284428 0.021549936 0.0196400201 7.100216e-03
## 21 0.0009343611 0.0287982992 0.003362259 0.0048056787 2.540004e-02
## PC12.42 PC13.42 PC14.42 PC15.42 PC16.42
## 1 0.005624662 0.0186608463 0.0135071313 0.015926143 0.014508125
## 2 0.005235833 0.0100731292 0.0011944513 0.009495290 0.015421788
## 3 0.032431938 0.0292802971 0.0019190352 0.010704368 0.006045508
## 4 0.009298711 0.0067930806 0.0341636252 0.009581321 0.005696281
## 5 0.007378154 0.0044826857 0.0114409155 0.012250836 0.002374252
## 6 0.011695803 0.0341390013 0.0005865174 0.012734843 0.009187963
## 7 0.017848456 0.0281853960 0.0068073758 0.004930825 0.051505417
## 8 0.001667794 0.0382673370 0.0058974183 0.019274826 0.012794286
## 9 0.004401913 0.0027171270 0.0191924286 0.021354587 0.020422979
## 10 0.024695811 0.0181019454 0.0094167531 0.017100243 0.002798045
## 11 0.013713649 0.0006533485 0.0122610400 0.020385249 0.012446626
## 12 0.013508356 0.0095990422 0.0028277341 0.024154270 0.003440244
## 13 0.009221666 0.0026982800 0.0009149750 0.038533198 0.030638579
## 14 0.003080459 0.0063129079 0.0127541932 0.008631775 0.014593970
## 15 0.011552105 0.0390417431 0.0331476372 0.010398024 0.030173068
## 16 0.027240108 0.0183521730 0.0152088065 0.015892774 0.018681853
## 17 0.010888186 0.0047609933 0.0203859263 0.010280524 0.007284086
## 18 0.033897016 0.0208054594 0.0158050107 0.009377644 0.004570248
## 19 0.002593966 0.0087899478 0.0008786270 0.022567814 0.012958470
## 20 0.001455092 0.0251107596 0.0031950390 0.026141851 0.032150140
## 21 0.048894719 0.0019432972 0.0079584375 0.016469461 0.003954822
## PC17.42 PC18.42 PC19.42 PC20.42 PC21.42
## 1 0.0233019901 3.929915e-02 0.0239207147 0.018546330 0.0111727952
## 2 0.0042930855 1.559885e-03 0.0013412938 0.015515080 0.0197209359
## 3 0.0360861494 1.941683e-02 0.0395664288 0.034915387 0.0136972845
## 4 0.0052771841 3.075458e-02 0.0057559688 0.013616821 0.0024203886
## 5 0.0060490029 1.015209e-02 0.0226152703 0.016462858 0.0197272744
## 6 0.0061049139 1.079038e-02 0.0004799608 0.019093037 0.0042711709
## 7 0.0124359168 2.232340e-02 0.0095651534 0.023047859 0.0224158755
## 8 0.0355156853 1.476401e-02 0.0142350935 0.033777986 0.0041214729
## 9 0.0102031935 1.088556e-04 0.0210826317 0.018696905 0.0204459493
## 10 0.0004136718 3.291344e-03 0.0360811867 0.022488120 0.0189197227
## 11 0.0287832542 4.493760e-02 0.0109104699 0.013056997 0.0002768048
## 12 0.0041580796 1.305328e-02 0.0139754359 0.017997007 0.0094939382
## 13 0.0046173443 2.223775e-02 0.0113927692 0.001406500 0.0200360698
## 14 0.0006396479 6.730579e-04 0.0210853325 0.001082123 0.0081284155
## 15 0.0251565088 9.632558e-06 0.0103787766 0.006710492 0.0099926366
## 16 0.0015579368 1.338399e-02 0.0121853733 0.002579359 0.0008305934
## 17 0.0000681285 1.351379e-03 0.0031249736 0.057706894 0.0045426515
## 18 0.0252271450 1.401836e-02 0.0131883277 0.001946306 0.0109215036
## 19 0.0102873586 1.406624e-02 0.0308284293 0.031274059 0.0052381018
## 20 0.0249982477 9.939035e-03 0.0010155083 0.028130418 0.0171683156
## 21 0.0086730310 1.402243e-03 0.0161430408 0.004918364 0.0135797185
## PC22.42 PC23.42 PC24.42 PC25.42 PC26.42
## 1 0.0175862325 0.017410280 0.0063199884 0.041741128 0.011241012
## 2 0.0186489576 0.033244470 0.0041696083 0.004413228 0.033307539
## 3 0.0012552236 0.001497869 0.0160532210 0.017388394 0.019136366
## 4 0.0336023085 0.001343530 0.0375909646 0.000951984 0.017374584
## 5 0.0167011457 0.009703993 0.0031659007 0.028178329 0.015454890
## 6 0.0018587447 0.027908018 0.0142569460 0.014164623 0.011905362
## 7 0.0265998613 0.002215983 0.0246291856 0.039533899 0.007545436
## 8 0.0062544847 0.025813643 0.0350245697 0.018872014 0.021295014
## 9 0.0207827210 0.025026082 0.0008077446 0.029811976 0.002738005
## 10 0.0118203821 0.004909622 0.0191033895 0.021451875 0.014102336
## 11 0.0121534748 0.022789427 0.0244319393 0.023077430 0.031646744
## 12 0.0042878651 0.018692916 0.0170201715 0.024600503 0.011766409
## 13 0.0169055111 0.017155873 0.0189879783 0.036493755 0.007240608
## 14 0.0117285829 0.015860923 0.0105237618 0.033463211 0.008256672
## 15 0.0164255942 0.011143376 0.0039617487 0.019214883 0.015449554
## 16 0.0269720332 0.015983431 0.0205031336 0.001598078 0.027656492
## 17 0.0004601013 0.010723076 0.0040069641 0.007674211 0.014624062
## 18 0.0046198194 0.007484015 0.0051305775 0.037782869 0.023658391
## 19 0.0173406772 0.009886956 0.0082556316 0.008941561 0.002081881
## 20 0.0160529655 0.026595132 0.0384892121 0.011878110 0.010273766
## 21 0.0380763440 0.022639671 0.0076574352 0.040698688 0.012431671
## PC27.42 PC28.42 PC29.42 PC30.42 PC31.42
## 1 0.026531295 0.0412219433 0.0213847071 0.011077504 0.0058638820
## 2 0.009299084 0.0177794941 0.0125933448 0.014068196 0.0173706689
## 3 0.026784552 0.0138769636 0.0004192801 0.018859996 0.0181028520
## 4 0.022091746 0.0009106448 0.0063290486 0.026291000 0.0031326326
## 5 0.004233637 0.0166195309 0.0044553004 0.001266608 0.0315345745
## 6 0.000689891 0.0012725009 0.0026020799 0.005136345 0.0167452551
## 7 0.006170652 0.0006502502 0.0079459212 0.004798055 0.0187215753
## 8 0.012517448 0.0106559708 0.0135158414 0.005792605 0.0006276715
## 9 0.011030234 0.0346366529 0.0091808504 0.039676581 0.0083334899
## 10 0.042569943 0.0387244870 0.0198672945 0.025893148 0.0166022219
## 11 0.004983032 0.0307676886 0.0139480559 0.042075860 0.0044997353
## 12 0.007402011 0.0202215632 0.0216256132 0.004257236 0.0247241466
## 13 0.011685925 0.0015291338 0.0183579973 0.022055438 0.0104304188
## 14 0.014012758 0.0236642831 0.0214350484 0.021454496 0.0143631984
## 15 0.001235330 0.0051601802 0.0005887637 0.013761298 0.0017193402
## 16 0.015701324 0.0147401607 0.0144482302 0.005287862 0.0190117255
## 17 0.004040711 0.0113032062 0.0111171602 0.002702473 0.0317802267
## 18 0.023583957 0.0128267284 0.0068408549 0.003596600 0.0082478218
## 19 0.012823729 0.0043735977 0.0029581335 0.018099459 0.0145393846
## 20 0.013511713 0.0114065064 0.0220903197 0.031967155 0.0049696001
## 21 0.011483059 0.0364823634 0.0107440518 0.005963509 0.0026539200
## PC32.42 PC33.42 PC34.42 PC35.42 PC36.42
## 1 0.016101107 0.025366158 0.0060305240 0.008019843 0.0288395366
## 2 0.003597857 0.014466408 0.0040790932 0.011186146 0.0105766200
## 3 0.003187959 0.013460090 0.0232013411 0.020187266 0.0105016730
## 4 0.024761860 0.003900067 0.0270412766 0.012369938 0.0165961763
## 5 0.014918296 0.018629984 0.0186326257 0.010350318 0.0350654458
## 6 0.020330249 0.015716056 0.0116936591 0.044861974 0.0009660533
## 7 0.001722040 0.016836679 0.0131869014 0.014779099 0.0280928484
## 8 0.023731699 0.011855263 0.0062683245 0.017920449 0.0147256999
## 9 0.009724327 0.004295345 0.0115100049 0.037944145 0.0197211996
## 10 0.019721148 0.010234716 0.0255129422 0.015698911 0.0060653835
## 11 0.011916066 0.003290470 0.0175358222 0.011778460 0.0058763136
## 12 0.010793176 0.022198613 0.0463595486 0.019166348 0.0043878701
## 13 0.019810330 0.023984411 0.0014951231 0.006022188 0.0215628649
## 14 0.009577620 0.014138344 0.0006488152 0.003352840 0.0106133888
## 15 0.015130442 0.020596939 0.0337535404 0.006598693 0.0231761074
## 16 0.019620497 0.017080563 0.0258637546 0.014100095 0.0142767216
## 17 0.018387776 0.022650238 0.0037229312 0.009492371 0.0157418244
## 18 0.003241262 0.008469511 0.0127960320 0.022746635 0.0339598834
## 19 0.024899750 0.009103053 0.0030270978 0.014922312 0.0234782867
## 20 0.018598709 0.003785468 0.0076944941 0.012775790 0.0059912201
## 21 0.041612714 0.015558661 0.0038387414 0.013510519 0.0071777203
## PC37.42 PC38.42 PC39.42 PC40.42 PC41.42
## 1 0.018833127 0.001502887 0.0001750696 3.577850e-04 0.0168039191
## 2 0.019161969 0.006130624 0.0111340485 1.016935e-02 0.0313491817
## 3 0.003822905 0.006886882 0.0139807889 3.124790e-02 0.0192450057
## 4 0.009117328 0.007285253 0.0103233842 2.130563e-02 0.0017238288
## 5 0.030096368 0.019489996 0.0075449269 7.898263e-05 0.0086082102
## 6 0.002204138 0.010954433 0.0048911315 3.438280e-02 0.0154280191
## 7 0.005949953 0.010549189 0.0212402604 3.696235e-02 0.0023134427
## 8 0.019021704 0.044370356 0.0013225617 1.876905e-02 0.0097510896
## 9 0.049449440 0.009883776 0.0165194707 1.254353e-02 0.0051769218
## 10 0.015816652 0.009181122 0.0095197219 5.606699e-03 0.0002322842
## 11 0.017559624 0.008483998 0.0194436570 4.911617e-03 0.0165448250
## 12 0.007129389 0.007958182 0.0026019229 1.744477e-03 0.0076518257
## 13 0.014256674 0.006427212 0.0174540399 2.107405e-02 0.0067197490
## 14 0.001177010 0.021121889 0.0116742314 4.629703e-02 0.0060543317
## 15 0.048080238 0.019885236 0.0041671640 1.610367e-02 0.0269460313
## 16 0.007266692 0.014308223 0.0030882929 5.811366e-04 0.0147261633
## 17 0.023362478 0.011820366 0.0023819566 4.168525e-03 0.0206391967
## 18 0.019103611 0.021678306 0.0317763927 2.223649e-02 0.0277909454
## 19 0.007409106 0.011824113 0.0571833824 9.860125e-03 0.0141988111
## 20 0.006662558 0.011242512 0.0240057629 2.678223e-02 0.0219911094
## 21 0.007956551 0.006085835 0.0151419351 2.442443e-02 0.0188429247
## PC42.42 PC43.42 PC44.42 PC45.42 PC46.42
## 1 1.408984e-02 0.04630525 0.0227728977 4.282224e-03 0.011845454
## 2 1.946398e-02 0.04169085 0.0249021196 1.478015e-02 0.015754227
## 3 6.949625e-03 0.03751250 0.0054688382 2.573854e-03 0.004765132
## 4 4.030641e-02 0.03656889 0.0098255164 5.306105e-03 0.019153358
## 5 4.897263e-03 0.03199274 0.0004702910 1.648921e-02 0.011233530
## 6 7.578696e-04 0.03179038 0.0127900286 1.891215e-02 0.024326783
## 7 1.270485e-02 0.02918905 0.0173184981 1.161915e-06 0.021883359
## 8 5.085027e-03 0.02879772 0.0019139992 1.824593e-02 0.006393659
## 9 1.284150e-02 0.02738722 0.0047822940 1.369644e-02 0.011028103
## 10 4.477409e-03 0.02592587 0.0107523781 4.458127e-03 0.030363916
## 11 6.804155e-03 0.02587027 0.0210734158 2.270468e-02 0.019649372
## 12 3.030729e-02 0.02563841 0.0062154054 8.202022e-03 0.020747391
## 13 9.407813e-05 0.02544182 0.0034489521 2.373057e-03 0.001165617
## 14 2.100370e-02 0.02464544 0.0391257924 1.792010e-02 0.014918303
## 15 3.763938e-02 0.02372181 0.0166849922 1.983235e-02 0.010580637
## 16 4.452173e-03 0.02289259 0.0261319584 2.314971e-02 0.021352170
## 17 1.708565e-02 0.02129985 0.0084559490 2.935988e-02 0.004285109
## 18 2.065633e-02 0.02032492 0.0002421774 1.053578e-02 0.025985308
## 19 1.112936e-02 0.02018948 0.0050311870 2.983166e-02 0.016048174
## 20 2.692015e-02 0.01915016 0.0031657556 2.575223e-02 0.007428793
## 21 1.510858e-02 0.01858955 0.0271785172 4.424083e-03 0.021497245
## PC47.42 PC48.42 PC49.42 PC50.42 PC51.42
## 1 0.0346049021 0.0123626017 0.008435817 0.021583430 0.019675422
## 2 0.0278997555 0.0186522351 0.005286181 0.025827223 0.034899904
## 3 0.0004688775 0.0063523918 0.005535342 0.002812331 0.009197704
## 4 0.0144368687 0.0227566660 0.015081237 0.001294247 0.014306358
## 5 0.0156594331 0.0077271899 0.017799228 0.014726577 0.008028780
## 6 0.0057004950 0.0021194433 0.007807132 0.025720018 0.011809677
## 7 0.0081047417 0.0089131138 0.010557901 0.005535724 0.019921359
## 8 0.0020170834 0.0139481196 0.000675580 0.018427301 0.013466885
## 9 0.0148468496 0.0004276145 0.005165856 0.014857729 0.025772344
## 10 0.0135859381 0.0196237539 0.009611119 0.016355596 0.003928029
## 11 0.0219960654 0.0032544164 0.005851927 0.006151315 0.039293818
## 12 0.0011228177 0.0036871116 0.001709257 0.006240370 0.029075916
## 13 0.0230255906 0.0108297882 0.002611124 0.010216667 0.031349930
## 14 0.0039446700 0.0200509846 0.007372473 0.020830931 0.038491565
## 15 0.0096893428 0.0123531495 0.013607762 0.008246064 0.005577876
## 16 0.0004494576 0.0127161112 0.019931017 0.028859870 0.011708585
## 17 0.0235066539 0.0225095228 0.016686431 0.024712391 0.017445114
## 18 0.0110295939 0.0215904783 0.021740957 0.021250986 0.011547734
## 19 0.0637251614 0.0017749367 0.034874201 0.025489532 0.008010124
## 20 0.0048455637 0.0534654011 0.007169404 0.002997136 0.013344212
## 21 0.0210493396 0.0390563310 0.007531165 0.023675433 0.015432641
## PC52.42 PC53.42 PC54.42 PC55.42 PC56.42
## 1 0.004889472 0.024011055 0.003472241 0.0096144876 0.0287811963
## 2 0.015408438 0.024081638 0.004965955 0.0207779032 0.0174283978
## 3 0.032923408 0.011659071 0.023226149 0.0259331015 0.0181915709
## 4 0.004316882 0.017818638 0.001879722 0.0209410722 0.0125424399
## 5 0.020504678 0.009120534 0.025285093 0.0214486162 0.0049754763
## 6 0.048425270 0.034732321 0.014743851 0.0001741339 0.0074701610
## 7 0.009049887 0.012093233 0.011723738 0.0019360316 0.0031441580
## 8 0.027534465 0.007970080 0.002766223 0.0045494981 0.0181389022
## 9 0.010937998 0.001083160 0.015396233 0.0134792462 0.0058437591
## 10 0.005412476 0.012177019 0.018651893 0.0167067128 0.0302823006
## 11 0.033265264 0.001446061 0.012582795 0.0109562284 0.0011959113
## 12 0.002930999 0.037960831 0.032057193 0.0027015202 0.0086863854
## 13 0.026137646 0.032660569 0.014328304 0.0017381732 0.0148300282
## 14 0.004252518 0.026489509 0.015471750 0.0099702683 0.0171239753
## 15 0.022300422 0.009894996 0.002154056 0.0228900802 0.0066379636
## 16 0.023421432 0.021575074 0.016188055 0.0085273782 0.0168627412
## 17 0.037332067 0.001900268 0.026146358 0.0097246318 0.0421240490
## 18 0.018993334 0.006851042 0.009035373 0.0107914432 0.0206791847
## 19 0.004199199 0.007801080 0.001199453 0.0037855934 0.0007189096
## 20 0.004402327 0.009516992 0.006698808 0.0067861623 0.0061490947
## 21 0.024887811 0.007398414 0.011196317 0.0067305232 0.0091918884
## PC57.42 PC58.42 PC59.42 PC60.42 PC61.42
## 1 8.437052e-03 0.020960684 0.0001859973 0.0081974840 0.007794702
## 2 9.265319e-03 0.015080636 0.0045754059 0.0055820639 0.003381650
## 3 1.999525e-02 0.009148898 0.0108802410 0.0258148884 0.016587886
## 4 9.711272e-03 0.016719906 0.0091127237 0.0060728563 0.012814248
## 5 1.764539e-02 0.012741040 0.0018245179 0.0124205041 0.018988928
## 6 1.834927e-02 0.021458359 0.0062059528 0.0043946798 0.019339718
## 7 1.043155e-02 0.005360668 0.0107233646 0.0112861807 0.005941724
## 8 5.190003e-05 0.009713903 0.0465074616 0.0327891300 0.005858272
## 9 3.489686e-02 0.008186469 0.0082769177 0.0149502251 0.002828793
## 10 6.870612e-04 0.001266539 0.0265810576 0.0006534196 0.004606716
## 11 2.030594e-02 0.011350867 0.0170113237 0.0178330426 0.016984420
## 12 2.566853e-02 0.012812667 0.0114304209 0.0201215702 0.015869348
## 13 1.401473e-02 0.032223313 0.0106048859 0.0050090322 0.002587240
## 14 2.042082e-02 0.036567879 0.0002426167 0.0027713080 0.014388079
## 15 1.506002e-02 0.012573063 0.0070863118 0.0161317622 0.021836115
## 16 1.525415e-02 0.014326253 0.0212396008 0.0250836070 0.027694334
## 17 5.518043e-04 0.004332400 0.0184290887 0.0332279822 0.013542498
## 18 1.081437e-03 0.004438560 0.0053523100 0.0112577741 0.010321521
## 19 3.520091e-03 0.017847504 0.0058907620 0.0146342808 0.015481927
## 20 2.788803e-02 0.013130047 0.0119149345 0.0284977274 0.006698215
## 21 1.357791e-02 0.015248617 0.0036510912 0.0218361221 0.011779554
## PC62.42 PC63.42 PC64.42 PC65.42 PC66.42
## 1 0.0067100558 0.014677214 0.000124328 0.009623472 0.0105786711
## 2 0.0257091467 0.019184373 0.009748821 0.024941440 0.0329722513
## 3 0.0295861388 0.018921778 0.008656275 0.011889431 0.0138594518
## 4 0.0651074273 0.001195416 0.003406035 0.008064042 0.0071524370
## 5 0.0200988905 0.019861377 0.007043577 0.028285048 0.0411751488
## 6 0.0247199554 0.003478084 0.030994433 0.009459517 0.0081114899
## 7 0.0234319257 0.045107518 0.006015722 0.028748273 0.0134477936
## 8 0.0087468265 0.002526312 0.018243552 0.008007964 0.0163192854
## 9 0.0085221090 0.003799427 0.036784800 0.017382709 0.0034344512
## 10 0.0382235860 0.034743555 0.007743510 0.010017683 0.0162994606
## 11 0.0006758373 0.004312326 0.004573015 0.022077595 0.0084886016
## 12 0.0223570487 0.012143539 0.041621206 0.023021525 0.0159150690
## 13 0.0372843347 0.001782576 0.032788913 0.019945987 0.0258698679
## 14 0.0124579160 0.005536458 0.017656771 0.010379992 0.0001655415
## 15 0.0191882290 0.003004076 0.011961861 0.022211332 0.0290493460
## 16 0.0365043274 0.011262627 0.010681433 0.015222391 0.0050093024
## 17 0.0150148673 0.026840548 0.007271674 0.008621503 0.0014658024
## 18 0.0237657946 0.039822685 0.002206113 0.010377480 0.0074317565
## 19 0.0216520926 0.003868852 0.014446847 0.004608666 0.0041896661
## 20 0.0049344800 0.001779919 0.007887224 0.002852583 0.0032705573
## 21 0.0142687579 0.002854571 0.021157307 0.011030383 0.0036328731
## PC67.42 PC68.42 programN.43
## 1 0.0160436216 0.012191777 Psychological.Counseling
## 2 0.0098866706 0.015697639 Communication.Sciences.and.Disorders
## 3 0.0269761205 0.001241006 Behavior.Analysis
## 4 0.0099763824 0.022565447 Kinesiology
## 5 0.0113106749 0.027398185 Economics.and.Education
## 6 0.0188816623 0.007006498 Linguistics
## 7 0.0278172511 0.010948164 English.Education
## 8 0.0133311567 0.022138843 Motor.Learning.and.Control
## 9 0.0086997299 0.035669004 Social.Studies
## 10 0.0134663403 0.026122526 cluster
## 11 0.0066599595 0.011688841 Social.Organizational.Psychology
## 12 0.0027208380 0.019958390 Bilingual.Bicultural.Education
## 13 0.0243029388 0.023864415 Creative.Technologies
## 14 0.0011243777 0.021432177 Nursing
## 15 0.0137841742 0.028552006 History
## 16 0.0384021278 0.019279301 Diabetes.Education
## 17 0.0007717288 0.005502424 Inclusive.Education
## 18 0.0160209828 0.019939570 Literacy
## 19 0.0037679986 0.024801541 Psychology
## 20 0.0053971046 0.028104973 Science.Education
## 21 0.0096273589 0.002717005 Measurement..Evaluation.and.Statistics
## PC1.43 PC2.43 PC3.43 PC4.43 PC5.43
## 1 0.0056757968 0.0301735884 0.013259392 0.0271907105 0.023092825
## 2 0.0122222491 0.0216053193 0.011435378 0.0216968948 0.011556281
## 3 0.0117921579 0.0294421418 0.017219938 0.0091451693 0.003089912
## 4 0.0091969249 0.0378905028 0.009802573 0.0022344096 0.006726859
## 5 0.0335918287 0.0089066571 0.002856671 0.0191995859 0.018205005
## 6 0.0049473310 0.0073295383 0.006587999 0.0541071873 0.020840874
## 7 0.0092787177 0.0039283654 0.005488123 0.0531405663 0.009994085
## 8 0.0103610148 0.0077604675 0.027788718 0.0129907983 0.017326761
## 9 0.0179973774 0.0006640169 0.011033275 0.0056230373 0.017457209
## 10 0.0167180336 0.0258426901 0.040560015 0.0372068508 0.021673463
## 11 0.0318410169 0.0084415043 0.011637985 0.0017916352 0.009742845
## 12 0.0276069141 0.0134069750 0.006811021 0.0283298432 0.005426524
## 13 0.0063038828 0.0090436933 0.038537829 0.0179023826 0.004379405
## 14 0.0006894445 0.0318560955 0.010283132 0.0149187169 0.019532896
## 15 0.0266635454 0.0024427805 0.001555689 0.0021290297 0.053094195
## 16 0.0013461403 0.0290045611 0.005005117 0.0020001112 0.003031366
## 17 0.0170615072 0.0109206381 0.003218646 0.0005861185 0.022383499
## 18 0.0152527089 0.0077282212 0.003091205 0.0340766380 0.019110208
## 19 0.0204369257 0.0300011907 0.027608375 0.0004348856 0.015451342
## 20 0.0001849125 0.0063566748 0.016191800 0.0161678166 0.016481645
## 21 0.0064349114 0.0016544465 0.043261757 0.0090647142 0.005170621
## PC6.43 PC7.43 PC8.43 PC9.43 PC10.43
## 1 0.018538529 0.0011510428 0.0006924103 0.017994401 0.0007766548
## 2 0.031061902 0.0451035789 0.0201804760 0.003670227 0.0100800326
## 3 0.011422446 0.0020994943 0.0218668887 0.019010098 0.0075694465
## 4 0.010051116 0.0055717449 0.0115191229 0.003794105 0.0146540900
## 5 0.001985077 0.0078716548 0.0097133290 0.017746346 0.0159588397
## 6 0.002524565 0.0234047813 0.0170624568 0.012953165 0.0343666431
## 7 0.005741980 0.0085288709 0.0073043121 0.005619475 0.0274263942
## 8 0.017715486 0.0009343611 0.0287982992 0.003362259 0.0048056787
## 9 0.031543564 0.0424431855 0.0446486045 0.012576202 0.0041900676
## 10 0.015025891 0.0068948760 0.0111009044 0.010507240 0.0142931113
## 11 0.013647755 0.0032897977 0.0243186267 0.021943755 0.0132336368
## 12 0.018713220 0.0284029244 0.0043779484 0.021853686 0.0227016327
## 13 0.016480590 0.0152499965 0.0294834356 0.010511664 0.0101118600
## 14 0.013044813 0.0085190617 0.0026309260 0.005337466 0.0235534283
## 15 0.005603208 0.0024226234 0.0158731531 0.001431406 0.0028922222
## 16 0.019339240 0.0204852817 0.0343656446 0.025550739 0.0083823655
## 17 0.029782550 0.0152540510 0.0071218003 0.009367531 0.0180083256
## 18 0.002121264 0.0375735497 0.0338118411 0.001075257 0.0021391054
## 19 0.001033418 0.0095060500 0.0114231834 0.023075020 0.0059241391
## 20 0.056947699 0.0090927149 0.0104372384 0.027654292 0.0030678251
## 21 0.029388496 0.0206070828 0.0014070944 0.017986220 0.0238703915
## PC11.43 PC12.43 PC13.43 PC14.43 PC15.43
## 1 2.270951e-02 0.005072075 0.0051420483 2.445789e-02 0.0078050072
## 2 2.732295e-02 0.003080459 0.0063129079 1.275419e-02 0.0086317750
## 3 6.861169e-03 0.003184735 0.0237433847 4.281211e-02 0.0074475140
## 4 1.098126e-02 0.023919379 0.0134701839 3.432059e-02 0.0247863002
## 5 1.044750e-02 0.009214677 0.0059522552 3.166396e-02 0.0001306213
## 6 1.097630e-02 0.003705706 0.0193361508 2.950900e-03 0.0103048342
## 7 5.615917e-03 0.007881216 0.0034628875 7.916287e-04 0.0242523151
## 8 2.540004e-02 0.048894719 0.0019432972 7.958437e-03 0.0164694612
## 9 8.267224e-03 0.004644419 0.0110741844 2.949527e-02 0.0158405074
## 10 1.352371e-02 0.001208053 0.0094348367 1.393967e-02 0.0080718853
## 11 3.331628e-02 0.027240108 0.0183521730 1.520881e-02 0.0158927740
## 12 2.662356e-02 0.005235833 0.0100731292 1.194451e-03 0.0094952899
## 13 1.518499e-02 0.004083316 0.0175345238 8.110235e-05 0.0111792907
## 14 6.672129e-05 0.005624662 0.0186608463 1.350713e-02 0.0159261432
## 15 5.277345e-03 0.016671175 0.0013146984 2.257531e-02 0.0144500273
## 16 2.027595e-03 0.001307258 0.0224833564 1.161929e-04 0.0249082768
## 17 3.564825e-02 0.013713649 0.0006533485 1.226104e-02 0.0203852487
## 18 1.079241e-02 0.003374029 0.0321135057 1.049482e-02 0.0192356906
## 19 1.064506e-02 0.019921440 0.0272607544 1.367927e-02 0.0036906284
## 20 1.260144e-02 0.017141487 0.0266447829 2.423958e-02 0.0242909381
## 21 1.300586e-02 0.025791954 0.0303641121 1.805421e-02 0.0080457885
## PC16.43 PC17.43 PC18.43 PC19.43 PC20.43
## 1 0.011878138 0.0177122036 0.0292384912 0.0198159657 0.013080943
## 2 0.014593970 0.0006396479 0.0006730579 0.0210853325 0.001082123
## 3 0.008750594 0.0240979897 0.0096858683 0.0487015961 0.013158863
## 4 0.028416728 0.0062068874 0.0040876066 0.0139315273 0.002792422
## 5 0.004179001 0.0278652033 0.0133150303 0.0051624629 0.013509464
## 6 0.014187673 0.0039142510 0.0034113469 0.0181704762 0.015847075
## 7 0.024049301 0.0088987259 0.0373760421 0.0296107076 0.022473493
## 8 0.003954822 0.0086730310 0.0014022432 0.0161430408 0.004918364
## 9 0.002239219 0.0225297196 0.0022759901 0.0171239647 0.005482647
## 10 0.005043319 0.0056797554 0.0021160156 0.0026021848 0.002172608
## 11 0.018681853 0.0015579368 0.0133839943 0.0121853733 0.002579359
## 12 0.015421788 0.0042930855 0.0015598852 0.0013412938 0.015515080
## 13 0.025003269 0.0157504987 0.0078265585 0.0276004636 0.025465545
## 14 0.014508125 0.0233019901 0.0392991538 0.0239207147 0.018546330
## 15 0.007566383 0.0086314728 0.0152790336 0.0118846673 0.004470544
## 16 0.011650159 0.0049883479 0.0457028055 0.0125205399 0.005576673
## 17 0.012446626 0.0287832542 0.0449375971 0.0109104699 0.013056997
## 18 0.024823046 0.0127277050 0.0137633239 0.0129158211 0.003471058
## 19 0.002127134 0.0181882465 0.0027595875 0.0003172883 0.016210052
## 20 0.010020918 0.0109400901 0.0042956585 0.0114814416 0.010633742
## 21 0.011166111 0.0075813830 0.0310925126 0.0096051825 0.016777008
## PC21.43 PC22.43 PC23.43 PC24.43 PC25.43
## 1 0.0434413242 0.0022734514 0.0082321613 0.0044123689 0.002787222
## 2 0.0081284155 0.0117285829 0.0158609226 0.0105237618 0.033463211
## 3 0.0161358669 0.0114544619 0.0052346942 0.0102293172 0.012894056
## 4 0.0238347136 0.0006358971 0.0008849579 0.0051847978 0.003943145
## 5 0.0142961062 0.0406304943 0.0070842949 0.0185943544 0.010844615
## 6 0.0054693550 0.0022308909 0.0022464918 0.0431221266 0.006965644
## 7 0.0119503698 0.0140340932 0.0073401987 0.0269439299 0.002960252
## 8 0.0135797185 0.0380763440 0.0226396714 0.0076574352 0.040698688
## 9 0.0058795476 0.0104511177 0.0157245660 0.0164435018 0.010120416
## 10 0.0018081232 0.0186122641 0.0155523480 0.0031954636 0.011123707
## 11 0.0008305934 0.0269720332 0.0159834312 0.0205031336 0.001598078
## 12 0.0197209359 0.0186489576 0.0332444700 0.0041696083 0.004413228
## 13 0.0238319011 0.0115289516 0.0006137766 0.0009855782 0.053093439
## 14 0.0111727952 0.0175862325 0.0174102795 0.0063199884 0.041741128
## 15 0.0121759984 0.0245537184 0.0121147196 0.0094417861 0.005294958
## 16 0.0014952977 0.0148627765 0.0252069458 0.0034863291 0.006757897
## 17 0.0002768048 0.0121534748 0.0227894270 0.0244319393 0.023077430
## 18 0.0077980011 0.0195599840 0.0364706437 0.0257586828 0.018447736
## 19 0.0248700697 0.0001755179 0.0294770371 0.0238725407 0.041342278
## 20 0.0418248551 0.0066222614 0.0137294638 0.0159174934 0.002703751
## 21 0.0028087050 0.0062915205 0.0112868795 0.0152568543 0.001503895
## PC26.43 PC27.43 PC28.43 PC29.43 PC30.43
## 1 0.006663096 0.0147105684 0.030881220 0.010377512 0.0001298397
## 2 0.008256672 0.0140127584 0.023664283 0.021435048 0.0214544959
## 3 0.024440115 0.0109639004 0.002514636 0.010753068 0.0088741855
## 4 0.053921207 0.0296266638 0.011046841 0.006890412 0.0060111648
## 5 0.005448896 0.0188450668 0.007690152 0.014301659 0.0055766737
## 6 0.027820804 0.0238494254 0.004026181 0.001481527 0.0099796751
## 7 0.017200132 0.0271992421 0.012703029 0.016462168 0.0293205024
## 8 0.012431671 0.0114830589 0.036482363 0.010744052 0.0059635089
## 9 0.008501193 0.0023779315 0.001687841 0.010480072 0.0022724138
## 10 0.001484748 0.0009007151 0.011650785 0.022390072 0.0065613503
## 11 0.027656492 0.0157013245 0.014740161 0.014448230 0.0052878618
## 12 0.033307539 0.0092990841 0.017779494 0.012593345 0.0140681962
## 13 0.010075115 0.0272941525 0.033422939 0.005321840 0.0192456939
## 14 0.011241012 0.0265312952 0.041221943 0.021384707 0.0110775041
## 15 0.002012743 0.0137276675 0.025584539 0.011050407 0.0484028724
## 16 0.015114218 0.0070098077 0.040668379 0.011029199 0.0336598463
## 17 0.031646744 0.0049830320 0.030767689 0.013948056 0.0420758605
## 18 0.001123319 0.0143633379 0.006891063 0.014289001 0.0085237419
## 19 0.006961634 0.0096606611 0.029809902 0.016298914 0.0144034104
## 20 0.010945593 0.0093099780 0.005785180 0.006132253 0.0049260975
## 21 0.006819988 0.0112487859 0.015458220 0.006204654 0.0472040901
## PC31.43 PC32.43 PC33.43 PC34.43 PC35.43
## 1 0.008169168 0.018454614 0.029560818 0.0123647695 0.018798020
## 2 0.014363198 0.009577620 0.014138344 0.0006488152 0.003352840
## 3 0.006938124 0.019270154 0.014351280 0.0030622628 0.013422757
## 4 0.010736963 0.025043157 0.031809046 0.0024198002 0.012114321
## 5 0.008902280 0.038486901 0.029518052 0.0115448747 0.008139444
## 6 0.015263706 0.016266395 0.025632995 0.0074182728 0.014077230
## 7 0.010651582 0.020075674 0.003195137 0.0270470011 0.007447188
## 8 0.002653920 0.041612714 0.015558661 0.0038387414 0.013510519
## 9 0.014119625 0.002642257 0.004917826 0.0256350722 0.006849068
## 10 0.002604714 0.008811741 0.018602185 0.0070467067 0.001594878
## 11 0.019011726 0.019620497 0.017080563 0.0258637546 0.014100095
## 12 0.017370669 0.003597857 0.014466408 0.0040790932 0.011186146
## 13 0.020241797 0.015027971 0.011214073 0.0027082578 0.023695345
## 14 0.005863882 0.016101107 0.025366158 0.0060305240 0.008019843
## 15 0.017759978 0.014514086 0.004257474 0.0230322985 0.004228707
## 16 0.012925584 0.003322758 0.013039362 0.0240064361 0.037349451
## 17 0.004499735 0.011916066 0.003290470 0.0175358222 0.011778460
## 18 0.020838625 0.015781100 0.013988263 0.0016611417 0.008963521
## 19 0.004278443 0.011893575 0.008902171 0.0076210452 0.006059209
## 20 0.007671265 0.018414642 0.010212963 0.0148365094 0.009083503
## 21 0.001692669 0.008458964 0.017022131 0.0009184801 0.037991130
## PC36.43 PC37.43 PC38.43 PC39.43 PC40.43
## 1 0.0028557961 0.028679038 0.019406810 4.717609e-03 8.846041e-05
## 2 0.0106133888 0.001177010 0.021121889 1.167423e-02 4.629703e-02
## 3 0.0254631000 0.020752434 0.041365502 2.989334e-02 9.579026e-04
## 4 0.0142102401 0.004344355 0.019864362 1.667916e-02 1.734175e-02
## 5 0.0087707946 0.036231280 0.007465190 2.348729e-03 1.088616e-02
## 6 0.0067088770 0.001442340 0.012314012 2.374401e-02 2.189815e-02
## 7 0.0006196092 0.014537090 0.007350681 3.993789e-02 1.928240e-03
## 8 0.0071777203 0.007956551 0.006085835 1.514194e-02 2.442443e-02
## 9 0.0062674117 0.028661939 0.027859224 1.389712e-02 6.909191e-03
## 10 0.0063726829 0.008958627 0.012716084 9.596871e-03 8.528354e-03
## 11 0.0142767216 0.007266692 0.014308223 3.088293e-03 5.811366e-04
## 12 0.0105766200 0.019161969 0.006130624 1.113405e-02 1.016935e-02
## 13 0.0131949955 0.012710493 0.025403862 2.761096e-02 1.491221e-02
## 14 0.0288395366 0.018833127 0.001502887 1.750696e-04 3.577850e-04
## 15 0.0139193464 0.006060915 0.021004263 6.512379e-06 5.594068e-03
## 16 0.0023045681 0.021391443 0.002080026 3.988448e-02 5.108845e-03
## 17 0.0058763136 0.017559624 0.008483998 1.944366e-02 4.911617e-03
## 18 0.0063303252 0.014681098 0.020140639 1.075960e-02 1.674395e-02
## 19 0.0022773733 0.011404220 0.021948453 2.220943e-02 1.453120e-02
## 20 0.0369845065 0.018278364 0.006947710 2.244413e-03 5.327711e-03
## 21 0.0038771189 0.037920854 0.010920916 1.688190e-02 7.955152e-03
## PC41.43 PC42.43 PC43.43 PC44.43 PC45.43
## 1 3.456438e-02 0.0183645191 0.0074915481 0.05510151 0.014123210
## 2 6.054332e-03 0.0210037045 0.0246454445 0.03912579 0.017920101
## 3 1.524526e-02 0.0356688909 0.0056500950 0.03810138 0.019278250
## 4 2.946308e-02 0.0197076965 0.0057604516 0.03530907 0.012366391
## 5 1.407954e-02 0.0247957245 0.0123560580 0.03277684 0.009293799
## 6 5.180017e-05 0.0063401439 0.0071938926 0.03197338 0.001280308
## 7 4.918339e-03 0.0017126056 0.0024213924 0.02816666 0.010476676
## 8 1.884292e-02 0.0151085810 0.0185895509 0.02717852 0.004424083
## 9 5.362196e-02 0.0090349442 0.0151474899 0.02711718 0.017325175
## 10 2.276942e-03 0.0141781252 0.0104940628 0.02670868 0.023182761
## 11 1.472616e-02 0.0044521728 0.0228925888 0.02613196 0.023149709
## 12 3.134918e-02 0.0194639827 0.0416908536 0.02490212 0.014780146
## 13 6.551731e-03 0.0280165217 0.0092972836 0.02350467 0.020137958
## 14 1.680392e-02 0.0140898402 0.0463052475 0.02277290 0.004282224
## 15 1.247736e-02 0.0090942510 0.0038598001 0.02245227 0.030398674
## 16 1.952895e-02 0.0372960202 0.0024832457 0.02227602 0.016185542
## 17 1.654482e-02 0.0068041554 0.0258702682 0.02107342 0.022704675
## 18 2.193217e-02 0.0092349479 0.0165386495 0.02094275 0.028804647
## 19 1.659385e-02 0.0053267933 0.0099671163 0.02019282 0.001929822
## 20 1.154905e-02 0.0008653008 0.0002670037 0.01991110 0.003526177
## 21 9.891196e-03 0.0200660088 0.0134581936 0.01869573 0.006630258
## PC46.43 PC47.43 PC48.43 PC49.43 PC50.43
## 1 0.043293162 0.0069080557 0.011986242 0.007858785 0.007771809
## 2 0.014918303 0.0039446700 0.020050985 0.007372473 0.020830931
## 3 0.036561553 0.0225237977 0.023359232 0.003357948 0.018132852
## 4 0.005400196 0.0128130585 0.004135378 0.025434165 0.001900968
## 5 0.020395223 0.0306444140 0.006567045 0.012669433 0.006777031
## 6 0.003594276 0.0157530837 0.008018621 0.001047132 0.005445827
## 7 0.015160754 0.0024067526 0.047691461 0.014883303 0.008035400
## 8 0.021497245 0.0210493396 0.039056331 0.007531165 0.023675433
## 9 0.001834548 0.0229462697 0.014427919 0.019484799 0.033981303
## 10 0.020612084 0.0111647979 0.017578735 0.031930753 0.001016970
## 11 0.021352170 0.0004494576 0.012716111 0.019931017 0.028859870
## 12 0.015754227 0.0278997555 0.018652235 0.005286181 0.025827223
## 13 0.022286234 0.0089619234 0.010819072 0.023067268 0.002541055
## 14 0.011845454 0.0346049021 0.012362602 0.008435817 0.021583430
## 15 0.014451516 0.0233502572 0.004104485 0.001196755 0.017045112
## 16 0.001550490 0.0049013286 0.034346650 0.011585849 0.011338305
## 17 0.019649372 0.0219960654 0.003254416 0.005851927 0.006151315
## 18 0.024974387 0.0095583605 0.025537155 0.018831624 0.023069952
## 19 0.004117853 0.0073657471 0.010116014 0.019086387 0.007088152
## 20 0.008104409 0.0308417015 0.000428111 0.008535380 0.007975873
## 21 0.010518328 0.0102753241 0.008846563 0.020997691 0.015867168
## PC51.43 PC52.43 PC53.43 PC54.43 PC55.43
## 1 7.122451e-04 0.021253623 0.0162096397 0.0001327207 0.0018413514
## 2 3.849157e-02 0.004252518 0.0264895088 0.0154717497 0.0099702683
## 3 2.769138e-03 0.012012841 0.0220259129 0.0111204576 0.0003648512
## 4 6.221899e-03 0.017400543 0.0003121021 0.0008153605 0.0002492435
## 5 1.892939e-02 0.012817131 0.0112425240 0.0129525274 0.0087715572
## 6 5.053185e-05 0.010399101 0.0050398196 0.0156212113 0.0375884773
## 7 6.677501e-04 0.022416943 0.0046828594 0.0098045072 0.0003477724
## 8 1.543264e-02 0.024887811 0.0073984141 0.0111963175 0.0067305232
## 9 7.912042e-03 0.010260133 0.0224989660 0.0009282111 0.0083899575
## 10 4.127861e-04 0.016650568 0.0089817831 0.0147658552 0.0081063803
## 11 1.170859e-02 0.023421432 0.0215750735 0.0161880548 0.0085273782
## 12 3.489990e-02 0.015408438 0.0240816375 0.0049659548 0.0207779032
## 13 6.826216e-03 0.027658524 0.0026353835 0.0026470887 0.0168570773
## 14 1.967542e-02 0.004889472 0.0240110550 0.0034722408 0.0096144876
## 15 4.650066e-02 0.001842569 0.0334005615 0.0222085762 0.0150609786
## 16 1.087213e-02 0.003786968 0.0114923788 0.0255463749 0.0322956348
## 17 3.929382e-02 0.033265264 0.0014460615 0.0125827955 0.0109562284
## 18 1.635496e-02 0.003342822 0.0049581117 0.0329088967 0.0127457601
## 19 2.707232e-03 0.003781265 0.0012413394 0.0117976569 0.0125689956
## 20 1.605710e-02 0.015072921 0.0230593285 0.0100413393 0.0333529136
## 21 7.824096e-03 0.022273503 0.0123513819 0.0002232964 0.0169745055
## PC56.43 PC57.43 PC58.43 PC59.43 PC60.43
## 1 0.0193079703 0.024929157 0.0001651332 0.0240504419 0.002402079
## 2 0.0171239753 0.020420819 0.0365678794 0.0002426167 0.002771308
## 3 0.0077348914 0.019164765 0.0083703260 0.0061295494 0.006920273
## 4 0.0013329334 0.002405965 0.0205310620 0.0126578077 0.030495142
## 5 0.0009341546 0.011094133 0.0410441146 0.0225432489 0.017457682
## 6 0.0067186803 0.024173606 0.0030323568 0.0530815041 0.003391995
## 7 0.0338410841 0.006799493 0.0045794819 0.0035929535 0.002110425
## 8 0.0091918884 0.013577905 0.0152486166 0.0036510912 0.021836122
## 9 0.0149906316 0.017295450 0.0396379065 0.0240006900 0.019165914
## 10 0.0156387889 0.003551195 0.0157120649 0.0621908383 0.024783193
## 11 0.0168627412 0.015254150 0.0143262533 0.0212396008 0.025083607
## 12 0.0174283978 0.009265319 0.0150806355 0.0045754059 0.005582064
## 13 0.0009952676 0.002822010 0.0055128938 0.0008688294 0.022336711
## 14 0.0287811963 0.008437052 0.0209606836 0.0001859973 0.008197484
## 15 0.0266252000 0.021657764 0.0094062669 0.0064088133 0.003552943
## 16 0.0087096612 0.014726276 0.0089823566 0.0114969983 0.008801581
## 17 0.0011959113 0.020305942 0.0113508668 0.0170113237 0.017833043
## 18 0.0212585522 0.004880840 0.0320283684 0.0203038577 0.010942833
## 19 0.0145767767 0.023335306 0.0436314943 0.0047447292 0.012193222
## 20 0.0074359458 0.065838745 0.0031831509 0.0289052483 0.005174998
## 21 0.0305796396 0.050403013 0.0228740493 0.0170088588 0.020068990
## PC61.43 PC62.43 PC63.43 PC64.43 PC65.43
## 1 0.029062510 0.0022094006 0.007052124 0.0007189327 2.026093e-02
## 2 0.014388079 0.0124579160 0.005536458 0.0176567713 1.037999e-02
## 3 0.009685530 0.0052703741 0.010482572 0.0055515971 1.457115e-02
## 4 0.010446085 0.0014341600 0.052164793 0.0157589581 1.287470e-02
## 5 0.033339945 0.0301735035 0.014945924 0.0053521695 2.299848e-02
## 6 0.018109541 0.0003451716 0.026490567 0.0401983871 2.667462e-02
## 7 0.011671938 0.0065130007 0.016457479 0.0226606265 1.668568e-02
## 8 0.011779554 0.0142687579 0.002854571 0.0211573070 1.103038e-02
## 9 0.016260121 0.0086813661 0.021279774 0.0207177417 1.980126e-03
## 10 0.022549980 0.0030781720 0.004417592 0.0541746947 1.089091e-02
## 11 0.027694334 0.0365043274 0.011262627 0.0106814335 1.522239e-02
## 12 0.003381650 0.0257091467 0.019184373 0.0097488212 2.494144e-02
## 13 0.001179959 0.0069445754 0.025170782 0.0237099683 3.228760e-02
## 14 0.007794702 0.0067100558 0.014677214 0.0001243280 9.623472e-03
## 15 0.026546418 0.0230594742 0.020584123 0.0079861148 2.013989e-02
## 16 0.017897118 0.0152850436 0.003318310 0.0093220298 8.236429e-03
## 17 0.016984420 0.0006758373 0.004312326 0.0045730150 2.207759e-02
## 18 0.008456194 0.0109221520 0.023620548 0.0370467756 3.178783e-03
## 19 0.039390116 0.0175876442 0.019908384 0.0197979805 1.175285e-02
## 20 0.007799949 0.0177901996 0.012204365 0.0050042082 1.044062e-02
## 21 0.028272692 0.0048149618 0.012401349 0.0093039685 9.480562e-05
## PC66.43 PC67.43 PC68.43 programN.44
## 1 0.0025399664 0.004856063 0.0037756628 Developmental.Psychology
## 2 0.0001655415 0.001124378 0.0214321773 Dance.Education
## 3 0.0189294059 0.006171772 0.0203638845 Arts.Administration
## 4 0.0205706554 0.020871651 0.0024669852 Physical.Education
## 5 0.0057182745 0.014423474 0.0194302042 Education.Leadership
## 6 0.0195080732 0.003354950 0.0006156937 History
## 7 0.0235283204 0.031208677 0.0180189870 Education.Policy
## 8 0.0036328731 0.009627359 0.0027170047 Early.Childhood.Special.Education
## 9 0.0094635860 0.009747061 0.0017762703 Literacy
## 10 0.0290564731 0.042785058 0.0218348280 Art.Education
## 11 0.0050093024 0.038402128 0.0192793011 Intellectual.Disability.Autism
## 12 0.0329722513 0.009886671 0.0156976393 Early.Childhood.Education
## 13 0.0041561796 0.023535112 0.0017110830 Deaf.and.Hard.of.Hearing
## 14 0.0105786711 0.016043622 0.0121917775 Health.Education
## 15 0.0222696638 0.030188273 0.0013267173 cluster
## 16 0.0105218341 0.012063465 0.0051062697 Social.Organizational.Psychology
## 17 0.0084886016 0.006659960 0.0116888410 Inclusive.Education
## 18 0.0098987956 0.019402486 0.0093175439 Leadership
## 19 0.0176840542 0.058267886 0.0142583315 Creative.Technologies
## 20 0.0139226770 0.006728917 0.0177623083 Education.Technology
## 21 0.0129384990 0.012200936 0.0082811154 Behavior.Analysis
## PC1.44 PC2.44 PC3.44 PC4.44 PC5.44
## 1 1.346231e-02 0.022812501 0.0003474403 0.0001572700 1.074489e-02
## 2 3.061861e-03 0.002731713 0.0235640740 0.0139166169 2.993315e-02
## 3 3.079837e-02 0.007006109 0.0247494405 0.0064167536 2.809094e-02
## 4 5.059954e-05 0.029865684 0.0172981154 0.0069405861 5.902268e-05
## 5 2.398176e-02 0.004788017 0.0006161223 0.0141566868 2.575044e-02
## 6 2.666355e-02 0.002442781 0.0015556889 0.0021290297 5.309420e-02
## 7 3.232672e-02 0.008793870 0.0080993748 0.0114610317 1.533022e-03
## 8 4.408253e-03 0.025552068 0.0223882055 0.0313996215 1.618698e-02
## 9 1.525271e-02 0.007728221 0.0030912051 0.0340766380 1.911021e-02
## 10 1.555650e-02 0.002048307 0.0089310749 0.0020734548 2.293311e-02
## 11 4.472437e-03 0.010828258 0.0125961775 0.0176122351 7.266336e-03
## 12 1.631755e-02 0.002736457 0.0021324511 0.0260539388 1.305411e-02
## 13 4.832062e-04 0.030295644 0.0003625311 0.0332722791 8.320232e-03
## 14 8.928727e-03 0.034147806 0.0143069974 0.0188519367 5.280302e-03
## 15 1.671803e-02 0.025842690 0.0405600152 0.0372068508 2.167346e-02
## 16 3.184102e-02 0.008441504 0.0116379852 0.0017916352 9.742845e-03
## 17 1.706151e-02 0.010920638 0.0032186462 0.0005861185 2.238350e-02
## 18 2.906756e-02 0.008565375 0.0086364809 0.0309221908 3.686220e-03
## 19 6.303883e-03 0.009043693 0.0385378293 0.0179023826 4.379405e-03
## 20 1.034184e-02 0.014739512 0.0404940795 0.0014398348 2.654586e-02
## 21 1.179216e-02 0.029442142 0.0172199379 0.0091451693 3.089912e-03
## PC6.44 PC7.44 PC8.44 PC9.44 PC10.44
## 1 0.0006575599 0.001440343 0.0250115497 0.031895777 0.0353662917
## 2 0.0161084934 0.047410204 0.0171934839 0.002415794 0.0234615127
## 3 0.0099180873 0.005405654 0.0080879877 0.015575526 0.0017274695
## 4 0.0010439017 0.010912656 0.0181621668 0.021004884 0.0132190247
## 5 0.0036752154 0.014110727 0.0126121955 0.002085505 0.0382958480
## 6 0.0056032077 0.002422623 0.0158731531 0.001431406 0.0028922222
## 7 0.0012701672 0.036992321 0.0009551069 0.024343303 0.0132230845
## 8 0.0075348165 0.021218400 0.0177969933 0.030278451 0.0153284004
## 9 0.0021212641 0.037573550 0.0338118411 0.001075257 0.0021391054
## 10 0.0089905332 0.024412423 0.0067335669 0.001048565 0.0354939210
## 11 0.0125342622 0.003005590 0.0019796475 0.011453917 0.0598322356
## 12 0.0121212730 0.020794978 0.0330284428 0.021549936 0.0196400201
## 13 0.0176110527 0.029480553 0.0111934079 0.017047241 0.0148158096
## 14 0.0292497995 0.006062952 0.0003695185 0.024513906 0.0197771622
## 15 0.0150258913 0.006894876 0.0111009044 0.010507240 0.0142931113
## 16 0.0136477547 0.003289798 0.0243186267 0.021943755 0.0132336368
## 17 0.0297825498 0.015254051 0.0071218003 0.009367531 0.0180083256
## 18 0.0018731048 0.003692028 0.0135943024 0.014778634 0.0115999829
## 19 0.0164805896 0.015249997 0.0294834356 0.010511664 0.0101118600
## 20 0.0035173959 0.012013695 0.0034680911 0.006246917 0.0001833444
## 21 0.0114224457 0.002099494 0.0218668887 0.019010098 0.0075694465
## PC11.44 PC12.44 PC13.44 PC14.44 PC15.44
## 1 0.019135039 0.017596192 0.0241897580 2.288102e-04 0.008821347
## 2 0.015475103 0.013925381 0.0227163619 3.526774e-03 0.001295207
## 3 0.008733401 0.008750914 0.0006597047 3.852231e-03 0.011251580
## 4 0.002763763 0.018258991 0.0120707436 1.022977e-02 0.007343846
## 5 0.018007502 0.019437492 0.0134708181 5.203234e-02 0.016605594
## 6 0.005277345 0.016671175 0.0013146984 2.257531e-02 0.014450027
## 7 0.004030113 0.002593966 0.0087899478 8.786270e-04 0.022567814
## 8 0.010667771 0.010888186 0.0047609933 2.038593e-02 0.010280524
## 9 0.010792411 0.003374029 0.0321135057 1.049482e-02 0.019235691
## 10 0.034281658 0.024098872 0.0317734411 8.276382e-03 0.014734178
## 11 0.011541349 0.036536788 0.0295004717 1.754253e-02 0.002130325
## 12 0.007100216 0.001455092 0.0251107596 3.195039e-03 0.026141851
## 13 0.015438419 0.017948213 0.0281445419 5.146053e-03 0.025029745
## 14 0.012294895 0.025755394 0.0306201751 2.122275e-02 0.007262228
## 15 0.013523707 0.001208053 0.0094348367 1.393967e-02 0.008071885
## 16 0.033316284 0.027240108 0.0183521730 1.520881e-02 0.015892774
## 17 0.035648246 0.013713649 0.0006533485 1.226104e-02 0.020385249
## 18 0.016322518 0.056382300 0.0143564240 2.080775e-02 0.004391348
## 19 0.015184988 0.004083316 0.0175345238 8.110235e-05 0.011179291
## 20 0.007110892 0.011552105 0.0390417431 3.314764e-02 0.010398024
## 21 0.006861169 0.003184735 0.0237433847 4.281211e-02 0.007447514
## PC16.44 PC17.44 PC18.44 PC19.44 PC20.44
## 1 0.027479349 0.0460781910 1.660980e-02 0.002776522 0.004382109
## 2 0.001816857 0.0375070479 1.670549e-02 0.019291414 0.024974276
## 3 0.012968430 0.0039321607 2.030536e-02 0.010654843 0.032358351
## 4 0.033150723 0.0362778080 1.568482e-02 0.014728741 0.036556839
## 5 0.005221424 0.0363839623 9.352064e-03 0.007566880 0.011437563
## 6 0.007566383 0.0086314728 1.527903e-02 0.011884667 0.004470544
## 7 0.012958470 0.0102873586 1.406624e-02 0.030828429 0.031274059
## 8 0.007284086 0.0000681285 1.351379e-03 0.003124974 0.057706894
## 9 0.024823046 0.0127277050 1.376332e-02 0.012915821 0.003471058
## 10 0.042387978 0.0099082432 1.040518e-02 0.008058136 0.008551660
## 11 0.017804752 0.0077512223 1.281310e-02 0.026403612 0.037637801
## 12 0.032150140 0.0249982477 9.939035e-03 0.001015508 0.028130418
## 13 0.025337306 0.0144666111 2.150548e-02 0.012970412 0.009701404
## 14 0.005321750 0.0211236012 1.259166e-02 0.011270142 0.009007826
## 15 0.005043319 0.0056797554 2.116016e-03 0.002602185 0.002172608
## 16 0.018681853 0.0015579368 1.338399e-02 0.012185373 0.002579359
## 17 0.012446626 0.0287832542 4.493760e-02 0.010910470 0.013056997
## 18 0.016402759 0.0003313023 1.242830e-02 0.016248758 0.004222065
## 19 0.025003269 0.0157504987 7.826559e-03 0.027600464 0.025465545
## 20 0.030173068 0.0251565088 9.632558e-06 0.010378777 0.006710492
## 21 0.008750594 0.0240979897 9.685868e-03 0.048701596 0.013158863
## PC21.44 PC22.44 PC23.44 PC24.44 PC25.44
## 1 0.0346375529 0.0218430388 3.062546e-03 0.0003178231 0.011822688
## 2 0.0040991257 0.0258577548 1.809562e-02 0.0068183260 0.003436337
## 3 0.0205976022 0.0013819940 1.611340e-02 0.0239016203 0.023221766
## 4 0.0342972096 0.0079446947 5.626414e-03 0.0097381422 0.014509344
## 5 0.0120367742 0.0064925523 2.509098e-02 0.0076141741 0.010842788
## 6 0.0121759984 0.0245537184 1.211472e-02 0.0094417861 0.005294958
## 7 0.0052381018 0.0173406772 9.886956e-03 0.0082556316 0.008941561
## 8 0.0045426515 0.0004601013 1.072308e-02 0.0040069641 0.007674211
## 9 0.0077980011 0.0195599840 3.647064e-02 0.0257586828 0.018447736
## 10 0.0032436272 0.0199219101 6.313250e-03 0.0152701300 0.003404236
## 11 0.0222197439 0.0286510754 6.057446e-03 0.0031096402 0.014194822
## 12 0.0171683156 0.0160529655 2.659513e-02 0.0384892121 0.011878110
## 13 0.0028733298 0.0258902246 3.105452e-05 0.0284392617 0.005139381
## 14 0.0210301845 0.0095410886 8.640952e-03 0.0082648374 0.002500797
## 15 0.0018081232 0.0186122641 1.555235e-02 0.0031954636 0.011123707
## 16 0.0008305934 0.0269720332 1.598343e-02 0.0205031336 0.001598078
## 17 0.0002768048 0.0121534748 2.278943e-02 0.0244319393 0.023077430
## 18 0.0034202436 0.0006403948 2.594571e-02 0.0174972465 0.010240777
## 19 0.0238319011 0.0115289516 6.137766e-04 0.0009855782 0.053093439
## 20 0.0099926366 0.0164255942 1.114338e-02 0.0039617487 0.019214883
## 21 0.0161358669 0.0114544619 5.234694e-03 0.0102293172 0.012894056
## PC26.44 PC27.44 PC28.44 PC29.44 PC30.44
## 1 0.011333390 0.0121622006 0.010802360 0.0235170135 0.002080816
## 2 0.016879997 0.0075941874 0.006509377 0.0030711560 0.010824531
## 3 0.028508931 0.0045752692 0.017818209 0.0342700445 0.016129744
## 4 0.024080936 0.0285882297 0.001708984 0.0387143272 0.002522182
## 5 0.007009874 0.0278829376 0.008457979 0.0042752736 0.014400389
## 6 0.002012743 0.0137276675 0.025584539 0.0110504073 0.048402872
## 7 0.002081881 0.0128237286 0.004373598 0.0029581335 0.018099459
## 8 0.014624062 0.0040407108 0.011303206 0.0111171602 0.002702473
## 9 0.001123319 0.0143633379 0.006891063 0.0142890013 0.008523742
## 10 0.031324719 0.0033518525 0.010895635 0.0104823904 0.042617037
## 11 0.017184226 0.0072963456 0.011845159 0.0093984659 0.009063479
## 12 0.010273766 0.0135117132 0.011406506 0.0220903197 0.031967155
## 13 0.008970794 0.0055798663 0.012020944 0.0190505117 0.027274032
## 14 0.018053526 0.0118206832 0.011680497 0.0186431509 0.007750826
## 15 0.001484748 0.0009007151 0.011650785 0.0223900720 0.006561350
## 16 0.027656492 0.0157013245 0.014740161 0.0144482302 0.005287862
## 17 0.031646744 0.0049830320 0.030767689 0.0139480559 0.042075860
## 18 0.006225971 0.0237572335 0.011214971 0.0148710250 0.001774396
## 19 0.010075115 0.0272941525 0.033422939 0.0053218395 0.019245694
## 20 0.015449554 0.0012353301 0.005160180 0.0005887637 0.013761298
## 21 0.024440115 0.0109639004 0.002514636 0.0107530676 0.008874186
## PC31.44 PC32.44 PC33.44 PC34.44 PC35.44
## 1 0.003181255 0.007849862 0.0196472971 0.017382832 0.0146963403
## 2 0.005945130 0.014643613 0.0189418102 0.008138584 0.0287950756
## 3 0.015579713 0.001445467 0.0009011486 0.009168805 0.0244545643
## 4 0.027401376 0.012077297 0.0361447601 0.012751183 0.0327320449
## 5 0.003058439 0.010422399 0.0116722419 0.026510674 0.0001300507
## 6 0.017759978 0.014514086 0.0042574736 0.023032299 0.0042287075
## 7 0.014539385 0.024899750 0.0091030532 0.003027098 0.0149223121
## 8 0.031780227 0.018387776 0.0226502384 0.003722931 0.0094923712
## 9 0.020838625 0.015781100 0.0139882628 0.001661142 0.0089635212
## 10 0.034447106 0.024905501 0.0074911357 0.010801554 0.0025048870
## 11 0.027537548 0.004715103 0.0247158818 0.031140998 0.0041845470
## 12 0.004969600 0.018598709 0.0037854684 0.007694494 0.0127757896
## 13 0.016114617 0.002450625 0.0078392791 0.003612524 0.0092341567
## 14 0.009362498 0.006483284 0.0417843271 0.028605599 0.0093387294
## 15 0.002604714 0.008811741 0.0186021851 0.007046707 0.0015948782
## 16 0.019011726 0.019620497 0.0170805627 0.025863755 0.0141000947
## 17 0.004499735 0.011916066 0.0032904695 0.017535822 0.0117784596
## 18 0.001484905 0.021058662 0.0038936575 0.012919974 0.0086078480
## 19 0.020241797 0.015027971 0.0112140731 0.002708258 0.0236953447
## 20 0.001719340 0.015130442 0.0205969389 0.033753540 0.0065986933
## 21 0.006938124 0.019270154 0.0143512800 0.003062263 0.0134227570
## PC36.44 PC37.44 PC38.44 PC39.44 PC40.44
## 1 0.029624780 2.066260e-02 0.014887879 2.018180e-02 0.0195787940
## 2 0.004565738 7.414103e-03 0.002471392 1.525229e-02 0.0167832010
## 3 0.026771490 1.028535e-02 0.043045569 1.190450e-02 0.0066468961
## 4 0.025934581 3.147825e-05 0.007395560 1.538547e-03 0.0242319413
## 5 0.009012071 8.536677e-03 0.006155270 2.261321e-02 0.0032526810
## 6 0.013919346 6.060915e-03 0.021004263 6.512379e-06 0.0055940676
## 7 0.023478287 7.409106e-03 0.011824113 5.718338e-02 0.0098601246
## 8 0.015741824 2.336248e-02 0.011820366 2.381957e-03 0.0041685253
## 9 0.006330325 1.468110e-02 0.020140639 1.075960e-02 0.0167439532
## 10 0.024866510 7.964189e-03 0.015840697 5.401391e-03 0.0478201822
## 11 0.015669664 3.276208e-02 0.025308741 1.033117e-02 0.0244133763
## 12 0.005991220 6.662558e-03 0.011242512 2.400576e-02 0.0267822260
## 13 0.009797892 9.912673e-04 0.005899784 9.535468e-03 0.0247832667
## 14 0.034246715 1.004410e-02 0.002584070 1.098832e-02 0.0096932235
## 15 0.006372683 8.958627e-03 0.012716084 9.596871e-03 0.0085283545
## 16 0.014276722 7.266692e-03 0.014308223 3.088293e-03 0.0005811366
## 17 0.005876314 1.755962e-02 0.008483998 1.944366e-02 0.0049116173
## 18 0.011843520 1.256810e-02 0.011674683 8.556090e-05 0.0085637279
## 19 0.013194995 1.271049e-02 0.025403862 2.761096e-02 0.0149122081
## 20 0.023176107 4.808024e-02 0.019885236 4.167164e-03 0.0161036727
## 21 0.025463100 2.075243e-02 0.041365502 2.989334e-02 0.0009579026
## PC41.44 PC42.44 PC43.44 PC44.44 PC45.44
## 1 0.0080433369 0.0001581613 0.000414364 0.009358596 0.04881017
## 2 0.0030798125 0.0309669190 0.015924592 0.016334927 0.04130735
## 3 0.0104571448 0.0032790427 0.012522541 0.012428756 0.03613163
## 4 0.0003123014 0.0046483661 0.013441862 0.012341661 0.03542201
## 5 0.0115702676 0.0348319425 0.017869632 0.015054485 0.03194426
## 6 0.0124773560 0.0090942510 0.003859800 0.022452274 0.03039867
## 7 0.0141988111 0.0111293600 0.020189483 0.005031187 0.02983166
## 8 0.0206391967 0.0170856485 0.021299853 0.008455949 0.02935988
## 9 0.0219321683 0.0092349479 0.016538650 0.020942748 0.02880465
## 10 0.0287977031 0.0263559006 0.005219606 0.010129031 0.02706038
## 11 0.0109804913 0.0068510931 0.007730266 0.016679772 0.02597762
## 12 0.0219911094 0.0269201528 0.019150156 0.003165756 0.02575223
## 13 0.0075063876 0.0064055674 0.014848294 0.003823690 0.02557102
## 14 0.0016642194 0.0053447019 0.005115243 0.004704709 0.02479715
## 15 0.0022769421 0.0141781252 0.010494063 0.026708681 0.02318276
## 16 0.0147261633 0.0044521728 0.022892589 0.026131958 0.02314971
## 17 0.0165448250 0.0068041554 0.025870268 0.021073416 0.02270468
## 18 0.0101475497 0.0035226055 0.003463866 0.005679830 0.02235155
## 19 0.0065517306 0.0280165217 0.009297284 0.023504665 0.02013796
## 20 0.0269460313 0.0376393791 0.023721813 0.016684992 0.01983235
## 21 0.0152452630 0.0356688909 0.005650095 0.038101378 0.01927825
## PC46.44 PC47.44 PC48.44 PC49.44 PC50.44
## 1 0.015695294 1.669381e-02 2.338906e-02 0.030826123 0.0102615547
## 2 0.010126927 1.643022e-02 1.927233e-02 0.014679402 0.0014358939
## 3 0.008812361 1.629688e-02 8.809708e-05 0.040440421 0.0450641610
## 4 0.002421951 3.000743e-05 5.979111e-03 0.003630809 0.0407831659
## 5 0.006517117 1.402244e-02 6.928971e-03 0.011638277 0.0173617651
## 6 0.014451516 2.335026e-02 4.104485e-03 0.001196755 0.0170451125
## 7 0.016048174 6.372516e-02 1.774937e-03 0.034874201 0.0254895324
## 8 0.004285109 2.350665e-02 2.250952e-02 0.016686431 0.0247123911
## 9 0.024974387 9.558361e-03 2.553716e-02 0.018831624 0.0230699522
## 10 0.023231779 2.092366e-02 1.632153e-02 0.011960728 0.0203909090
## 11 0.014454409 2.437607e-02 1.084182e-02 0.013645142 0.0003401361
## 12 0.007428793 4.845564e-03 5.346540e-02 0.007169404 0.0029971363
## 13 0.015438946 1.151700e-02 3.237121e-02 0.030152235 0.0065554849
## 14 0.025504651 2.599387e-02 2.408479e-03 0.005842586 0.0050285835
## 15 0.020612084 1.116480e-02 1.757874e-02 0.031930753 0.0010169702
## 16 0.021352170 4.494576e-04 1.271611e-02 0.019931017 0.0288598698
## 17 0.019649372 2.199607e-02 3.254416e-03 0.005851927 0.0061513152
## 18 0.035341457 1.602520e-02 2.949040e-02 0.026998154 0.0077464977
## 19 0.022286234 8.961923e-03 1.081907e-02 0.023067268 0.0025410549
## 20 0.010580637 9.689343e-03 1.235315e-02 0.013607762 0.0082460644
## 21 0.036561553 2.252380e-02 2.335923e-02 0.003357948 0.0181328516
## PC51.44 PC52.44 PC53.44 PC54.44 PC55.44
## 1 0.0239340125 0.005630739 0.0023678486 0.0040966143 0.0234174752
## 2 0.0284263899 0.029473732 0.0247756465 0.0504591551 0.0296859948
## 3 0.0017047447 0.002983082 0.0033514398 0.0153960358 0.0019092258
## 4 0.0153592575 0.019407217 0.0042436624 0.0044914288 0.0045247583
## 5 0.0058930527 0.009767312 0.0243144468 0.0171445546 0.0324275632
## 6 0.0465006563 0.001842569 0.0334005615 0.0222085762 0.0150609786
## 7 0.0080101241 0.004199199 0.0078010804 0.0011994526 0.0037855934
## 8 0.0174451145 0.037332067 0.0019002684 0.0261463582 0.0097246318
## 9 0.0163549630 0.003342822 0.0049581117 0.0329088967 0.0127457601
## 10 0.0003602512 0.007965090 0.0003402151 0.0076261223 0.0089668291
## 11 0.0028951549 0.006215324 0.0089149065 0.0007387733 0.0192628629
## 12 0.0133442124 0.004402327 0.0095169916 0.0066988085 0.0067861623
## 13 0.0161787174 0.019927127 0.0249062437 0.0505674779 0.0137039903
## 14 0.0141104814 0.007149243 0.0356010823 0.0356283377 0.0108775144
## 15 0.0004127861 0.016650568 0.0089817831 0.0147658552 0.0081063803
## 16 0.0117085853 0.023421432 0.0215750735 0.0161880548 0.0085273782
## 17 0.0392938182 0.033265264 0.0014460615 0.0125827955 0.0109562284
## 18 0.0172849563 0.038932383 0.0075705749 0.0153388685 0.0294006112
## 19 0.0068262164 0.027658524 0.0026353835 0.0026470887 0.0168570773
## 20 0.0055778764 0.022300422 0.0098949963 0.0021540562 0.0228900802
## 21 0.0027691381 0.012012841 0.0220259129 0.0111204576 0.0003648512
## PC56.44 PC57.44 PC58.44 PC59.44 PC60.44
## 1 0.0197683709 0.0205936246 0.0108039513 0.0058408764 0.020052453
## 2 0.0003145702 0.0063706863 0.0084707774 0.0092398274 0.016366989
## 3 0.0220527414 0.0189498703 0.0057354535 0.0177952340 0.010903014
## 4 0.0026896841 0.0193643083 0.0014099180 0.0022746844 0.034429501
## 5 0.0196462852 0.0158506812 0.0009472866 0.0142924798 0.014205217
## 6 0.0266252000 0.0216577643 0.0094062669 0.0064088133 0.003552943
## 7 0.0007189096 0.0035200914 0.0178475038 0.0058907620 0.014634281
## 8 0.0421240490 0.0005518043 0.0043324004 0.0184290887 0.033227982
## 9 0.0212585522 0.0048808402 0.0320283684 0.0203038577 0.010942833
## 10 0.0140110813 0.0027969516 0.0117947049 0.0035312382 0.005418273
## 11 0.0002334902 0.0077719619 0.0120318199 0.0370319347 0.015413022
## 12 0.0061490947 0.0278880309 0.0131300471 0.0119149345 0.028497727
## 13 0.0069350531 0.0241513644 0.0023957447 0.0163338902 0.018172531
## 14 0.0106730363 0.0015997096 0.0075136757 0.0155025141 0.052795819
## 15 0.0156387889 0.0035511946 0.0157120649 0.0621908383 0.024783193
## 16 0.0168627412 0.0152541505 0.0143262533 0.0212396008 0.025083607
## 17 0.0011959113 0.0203059421 0.0113508668 0.0170113237 0.017833043
## 18 0.0343730458 0.0139984266 0.0331325409 0.0329276914 0.023113612
## 19 0.0009952676 0.0028220103 0.0055128938 0.0008688294 0.022336711
## 20 0.0066379636 0.0150600203 0.0125730627 0.0070863118 0.016131762
## 21 0.0077348914 0.0191647654 0.0083703260 0.0061295494 0.006920273
## PC61.44 PC62.44 PC63.44 PC64.44 PC65.44
## 1 0.017076143 0.0140479593 0.004005805 0.0067793347 0.0176643694
## 2 0.006788166 0.0183052132 0.002879448 0.0008058106 0.0005078441
## 3 0.007424051 0.0128791331 0.021296507 0.0043032116 0.0253704979
## 4 0.010569958 0.0098949289 0.011722052 0.0112856605 0.0049120561
## 5 0.005447547 0.0475253117 0.027747199 0.0240274807 0.0151292125
## 6 0.026546418 0.0230594742 0.020584123 0.0079861148 0.0201398942
## 7 0.015481927 0.0216520926 0.003868852 0.0144468467 0.0046086662
## 8 0.013542498 0.0150148673 0.026840548 0.0072716741 0.0086215033
## 9 0.008456194 0.0109221520 0.023620548 0.0370467756 0.0031787833
## 10 0.001842955 0.0128890391 0.025757440 0.0165285383 0.0083052043
## 11 0.015238303 0.0177678492 0.017580770 0.0072883655 0.0102919578
## 12 0.006698215 0.0049344800 0.001779919 0.0078872235 0.0028525831
## 13 0.003175944 0.0053904598 0.020334733 0.0222059945 0.0357475447
## 14 0.002828014 0.0250566772 0.015687418 0.0149730563 0.0101842124
## 15 0.022549980 0.0030781720 0.004417592 0.0541746947 0.0108909126
## 16 0.027694334 0.0365043274 0.011262627 0.0106814335 0.0152223905
## 17 0.016984420 0.0006758373 0.004312326 0.0045730150 0.0220775947
## 18 0.009105700 0.0110483910 0.007330237 0.0156091167 0.0121604366
## 19 0.001179959 0.0069445754 0.025170782 0.0237099683 0.0322875958
## 20 0.021836115 0.0191882290 0.003004076 0.0119618608 0.0222113321
## 21 0.009685530 0.0052703741 0.010482572 0.0055515971 0.0145711455
## PC66.44 PC67.44 PC68.44
## 1 0.025584274 9.485408e-03 0.006262292
## 2 0.005562486 7.965321e-05 0.011351162
## 3 0.005015689 2.371265e-02 0.023748878
## 4 0.010866110 1.655271e-02 0.010215837
## 5 0.001768470 8.809235e-04 0.020240126
## 6 0.022269664 3.018827e-02 0.001326717
## 7 0.004189666 3.767999e-03 0.024801541
## 8 0.001465802 7.717288e-04 0.005502424
## 9 0.009898796 1.940249e-02 0.009317544
## 10 0.013816156 3.404221e-03 0.002367678
## 11 0.008172666 6.690235e-03 0.029088737
## 12 0.003270557 5.397105e-03 0.028104973
## 13 0.020345896 8.762385e-03 0.012692412
## 14 0.023423474 7.941836e-03 0.019642057
## 15 0.029056473 4.278506e-02 0.021834828
## 16 0.005009302 3.840213e-02 0.019279301
## 17 0.008488602 6.659960e-03 0.011688841
## 18 0.022178441 2.077937e-02 0.009362107
## 19 0.004156180 2.353511e-02 0.001711083
## 20 0.029049346 1.378417e-02 0.028552006
## 21 0.018929406 6.171772e-03 0.020363884
## programN.45 PC1.45 PC2.45
## 1 Psychological.Counseling 0.0056757968 0.030173588
## 2 Behavior.Analysis 0.0117921579 0.029442142
## 3 Leadership 0.0290675630 0.008565375
## 4 Counseling.Psychology 0.0123253710 0.029778751
## 5 Cooperation.and.Conflict.Resolution 0.0305095423 0.008861744
## 6 Teaching.English 0.0144826950 0.010533581
## 7 Gifted.Education 0.0092887624 0.004412504
## 8 Health.Education 0.0089287273 0.034147806
## 9 Literacy 0.0152527089 0.007728221
## 10 Learning.Analytics 0.0056459553 0.002782266
## 11 School.Principals 0.0319213651 0.005382745
## 12 Cognitive.Science 0.0004729092 0.017468663
## 13 Art.Education 0.0155564979 0.002048307
## 14 School.Psychology 0.0141583324 0.011341619
## 15 Music 0.0013313270 0.009494630
## 16 Creative.Technologies 0.0063038828 0.009043693
## 17 Anthropology 0.0072486176 0.011392533
## 18 Movement.Science 0.0133424668 0.022352574
## 19 Motor.Learning.and.Control 0.0103610148 0.007760468
## 20 Social.Organizational.Psychology 0.0318410169 0.008441504
## 21 Sexuality..Women.and.Gender.in.Psychology 0.0216615570 0.026960344
## PC3.45 PC4.45 PC5.45 PC6.45 PC7.45
## 1 0.013259392 0.027190710 0.023092825 0.0185385286 0.0011510428
## 2 0.017219938 0.009145169 0.003089912 0.0114224457 0.0020994943
## 3 0.008636481 0.030922191 0.003686220 0.0018731048 0.0036920279
## 4 0.008838175 0.012944995 0.028289532 0.0179568214 0.0229427356
## 5 0.005560395 0.005966753 0.003008791 0.0044337281 0.0145779120
## 6 0.001045478 0.046509906 0.001559886 0.0093156213 0.0086087748
## 7 0.018760013 0.017369485 0.023692494 0.0027821733 0.0456860180
## 8 0.014306997 0.018851937 0.005280302 0.0292497995 0.0060629522
## 9 0.003091205 0.034076638 0.019110208 0.0021212641 0.0375735497
## 10 0.048876967 0.006597359 0.001854961 0.0256304790 0.0233082384
## 11 0.005956960 0.001471718 0.007939695 0.0095744632 0.0231181239
## 12 0.048109619 0.022469258 0.009744760 0.0120697447 0.0079184629
## 13 0.008931075 0.002073455 0.022933112 0.0089905332 0.0244124229
## 14 0.009069789 0.005333568 0.006691396 0.0365560870 0.0115102064
## 15 0.022176398 0.004001520 0.033295249 0.0005785762 0.0398136107
## 16 0.038537829 0.017902383 0.004379405 0.0164805896 0.0152499965
## 17 0.005047288 0.024933330 0.014114775 0.0207416050 0.0259544172
## 18 0.013814476 0.008370882 0.002063737 0.0278264018 0.0039635750
## 19 0.027788718 0.012990798 0.017326761 0.0177154862 0.0009343611
## 20 0.011637985 0.001791635 0.009742845 0.0136477547 0.0032897977
## 21 0.003963723 0.012604293 0.023231967 0.0241148815 0.0164765555
## PC8.45 PC9.45 PC10.45 PC11.45 PC12.45
## 1 0.0006924103 0.017994401 0.0007766548 0.0227095128 0.005072075
## 2 0.0218668887 0.019010098 0.0075694465 0.0068611686 0.003184735
## 3 0.0135943024 0.014778634 0.0115999829 0.0163225177 0.056382300
## 4 0.0058531308 0.013784837 0.0033630092 0.0148763008 0.013181806
## 5 0.0086628587 0.029455859 0.0198420109 0.0102516983 0.024695811
## 6 0.0171062957 0.008709267 0.0001295534 0.0066786365 0.028828935
## 7 0.0320883183 0.016162825 0.0040634158 0.0056499626 0.033897016
## 8 0.0003695185 0.024513906 0.0197771622 0.0122948945 0.025755394
## 9 0.0338118411 0.001075257 0.0021391054 0.0107924112 0.003374029
## 10 0.0235058202 0.009432336 0.0153262453 0.0198626538 0.011695803
## 11 0.0059212074 0.037217360 0.0069371263 0.0034252138 0.011983355
## 12 0.0089828445 0.009327772 0.0019688466 0.0324856926 0.001500996
## 13 0.0067335669 0.001048565 0.0354939210 0.0342816576 0.024098872
## 14 0.0160879548 0.031969633 0.0039291076 0.0041003550 0.002958882
## 15 0.0079498414 0.023227344 0.0144477798 0.0244549155 0.021981160
## 16 0.0294834356 0.010511664 0.0101118600 0.0151849878 0.004083316
## 17 0.0122898292 0.025212914 0.0113607637 0.0001411341 0.011995749
## 18 0.0100037670 0.010125142 0.0290958703 0.0117644984 0.017848456
## 19 0.0287982992 0.003362259 0.0048056787 0.0254000367 0.048894719
## 20 0.0243186267 0.021943755 0.0132336368 0.0333162842 0.027240108
## 21 0.0133393896 0.020629130 0.0133064824 0.0280992606 0.013508356
## PC13.45 PC14.45 PC15.45 PC16.45 PC17.45
## 1 0.0051420483 2.445789e-02 0.007805007 0.011878138 0.0177122036
## 2 0.0237433847 4.281211e-02 0.007447514 0.008750594 0.0240979897
## 3 0.0143564240 2.080775e-02 0.004391348 0.016402759 0.0003313023
## 4 0.0017390673 3.268060e-03 0.037758039 0.011238361 0.0103382843
## 5 0.0181019454 9.416753e-03 0.017100243 0.002798045 0.0004136718
## 6 0.0103141677 1.083284e-02 0.015268883 0.012637434 0.0253689631
## 7 0.0208054594 1.580501e-02 0.009377644 0.004570248 0.0252271450
## 8 0.0306201751 2.122275e-02 0.007262228 0.005321750 0.0211236012
## 9 0.0321135057 1.049482e-02 0.019235691 0.024823046 0.0127277050
## 10 0.0341390013 5.865174e-04 0.012734843 0.009187963 0.0061049139
## 11 0.0005246415 8.410295e-03 0.022816764 0.007366102 0.0011797135
## 12 0.0005854564 3.172296e-03 0.006098585 0.005252680 0.0257481358
## 13 0.0317734411 8.276382e-03 0.014734178 0.042387978 0.0099082432
## 14 0.0018835188 3.465212e-02 0.026257248 0.005438831 0.0350320756
## 15 0.0185234630 1.191867e-02 0.025923882 0.008021661 0.0151384369
## 16 0.0175345238 8.110235e-05 0.011179291 0.025003269 0.0157504987
## 17 0.0211476083 3.210653e-03 0.035106531 0.046731327 0.0119738679
## 18 0.0281853960 6.807376e-03 0.004930825 0.051505417 0.0124359168
## 19 0.0019432972 7.958437e-03 0.016469461 0.003954822 0.0086730310
## 20 0.0183521730 1.520881e-02 0.015892774 0.018681853 0.0015579368
## 21 0.0095990422 2.827734e-03 0.024154270 0.003440244 0.0041580796
## PC18.45 PC19.45 PC20.45 PC21.45 PC22.45
## 1 0.029238491 0.0198159657 0.013080943 0.0434413242 0.0022734514
## 2 0.009685868 0.0487015961 0.013158863 0.0161358669 0.0114544619
## 3 0.012428298 0.0162487585 0.004222065 0.0034202436 0.0006403948
## 4 0.012011144 0.0088662990 0.016796180 0.0370311571 0.0250987048
## 5 0.003291344 0.0360811867 0.022488120 0.0189197227 0.0118203821
## 6 0.038138930 0.0203653401 0.012719123 0.0089258554 0.0224100466
## 7 0.014018359 0.0131883277 0.001946306 0.0109215036 0.0046198194
## 8 0.012591657 0.0112701422 0.009007826 0.0210301845 0.0095410886
## 9 0.013763324 0.0129158211 0.003471058 0.0077980011 0.0195599840
## 10 0.010790384 0.0004799608 0.019093037 0.0042711709 0.0018587447
## 11 0.026619852 0.0079342186 0.012425224 0.0270974530 0.0156037082
## 12 0.010736036 0.0291208804 0.006395776 0.0298789547 0.0125719028
## 13 0.010405180 0.0080581355 0.008551660 0.0032436272 0.0199219101
## 14 0.041015150 0.0018803761 0.019524309 0.0233258709 0.0249552189
## 15 0.010191883 0.0165709135 0.021952516 0.0395126697 0.0198097724
## 16 0.007826559 0.0276004636 0.025465545 0.0238319011 0.0115289516
## 17 0.020115328 0.0025059395 0.007557299 0.0333240794 0.0124656428
## 18 0.022323399 0.0095651534 0.023047859 0.0224158755 0.0265998613
## 19 0.001402243 0.0161430408 0.004918364 0.0135797185 0.0380763440
## 20 0.013383994 0.0121853733 0.002579359 0.0008305934 0.0269720332
## 21 0.013053277 0.0139754359 0.017997007 0.0094939382 0.0042878651
## PC23.45 PC24.45 PC25.45 PC26.45 PC27.45
## 1 0.0082321613 0.0044123689 0.0027872215 0.006663096 0.014710568
## 2 0.0052346942 0.0102293172 0.0128940564 0.024440115 0.010963900
## 3 0.0259457104 0.0174972465 0.0102407774 0.006225971 0.023757233
## 4 0.0090361245 0.0207327968 0.0081208613 0.009696782 0.008100478
## 5 0.0049096222 0.0191033895 0.0214518746 0.014102336 0.042569943
## 6 0.0220864526 0.0111435918 0.0170305855 0.013441267 0.028583655
## 7 0.0074840154 0.0051305775 0.0377828691 0.023658391 0.023583957
## 8 0.0086409520 0.0082648374 0.0025007969 0.018053526 0.011820683
## 9 0.0364706437 0.0257586828 0.0184477356 0.001123319 0.014363338
## 10 0.0279080183 0.0142569460 0.0141646230 0.011905362 0.000689891
## 11 0.0046287358 0.0008539759 0.0121269114 0.003731927 0.034263125
## 12 0.0163724528 0.0226486866 0.0065363706 0.009058300 0.033969504
## 13 0.0063132496 0.0152701300 0.0034042358 0.031324719 0.003351852
## 14 0.0157821830 0.0140918768 0.0083716108 0.017807661 0.006331016
## 15 0.0304758180 0.0093538918 0.0165904965 0.005118102 0.006343802
## 16 0.0006137766 0.0009855782 0.0530934386 0.010075115 0.027294153
## 17 0.0188872029 0.0151327532 0.0009102206 0.026996103 0.033258648
## 18 0.0022159831 0.0246291856 0.0395338986 0.007545436 0.006170652
## 19 0.0226396714 0.0076574352 0.0406986876 0.012431671 0.011483059
## 20 0.0159834312 0.0205031336 0.0015980783 0.027656492 0.015701324
## 21 0.0186929163 0.0170201715 0.0246005033 0.011766409 0.007402011
## PC28.45 PC29.45 PC30.45 PC31.45 PC32.45
## 1 0.0308812199 0.010377512 0.0001298397 0.008169168 0.018454614
## 2 0.0025146364 0.010753068 0.0088741855 0.006938124 0.019270154
## 3 0.0112149713 0.014871025 0.0017743965 0.001484905 0.021058662
## 4 0.0114107699 0.006135108 0.0024903267 0.054161838 0.016754407
## 5 0.0387244870 0.019867295 0.0258931482 0.016602222 0.019721148
## 6 0.0224131810 0.015183814 0.0394679155 0.018539128 0.026776651
## 7 0.0128267284 0.006840855 0.0035965995 0.008247822 0.003241262
## 8 0.0116804969 0.018643151 0.0077508257 0.009362498 0.006483284
## 9 0.0068910628 0.014289001 0.0085237419 0.020838625 0.015781100
## 10 0.0012725009 0.002602080 0.0051363451 0.016745255 0.020330249
## 11 0.0073784583 0.011564138 0.0163061451 0.004191767 0.022270286
## 12 0.0117121742 0.023250284 0.0104910231 0.028416820 0.003474786
## 13 0.0108956346 0.010482390 0.0426170373 0.034447106 0.024905501
## 14 0.0143919303 0.008000119 0.0217540643 0.023882759 0.017211435
## 15 0.0086232152 0.006823199 0.0089795277 0.005485493 0.012908750
## 16 0.0334229386 0.005321840 0.0192456939 0.020241797 0.015027971
## 17 0.0133339625 0.030818818 0.0044823495 0.037656445 0.021481141
## 18 0.0006502502 0.007945921 0.0047980546 0.018721575 0.001722040
## 19 0.0364823634 0.010744052 0.0059635089 0.002653920 0.041612714
## 20 0.0147401607 0.014448230 0.0052878618 0.019011726 0.019620497
## 21 0.0202215632 0.021625613 0.0042572359 0.024724147 0.010793176
## PC33.45 PC34.45 PC35.45 PC36.45 PC37.45
## 1 0.0295608177 0.012364770 0.018798020 0.0028557961 0.0286790383
## 2 0.0143512800 0.003062263 0.013422757 0.0254631000 0.0207524340
## 3 0.0038936575 0.012919974 0.008607848 0.0118435196 0.0125680970
## 4 0.0067040547 0.009948539 0.026016046 0.0019132916 0.0009117208
## 5 0.0102347161 0.025512942 0.015698911 0.0060653835 0.0158166516
## 6 0.0002151087 0.036228003 0.007856700 0.0121603470 0.0072000055
## 7 0.0084695108 0.012796032 0.022746635 0.0339598834 0.0191036106
## 8 0.0417843271 0.028605599 0.009338729 0.0342467151 0.0100441039
## 9 0.0139882628 0.001661142 0.008963521 0.0063303252 0.0146810979
## 10 0.0157160560 0.011693659 0.044861974 0.0009660533 0.0022041376
## 11 0.0105086022 0.044342010 0.004610165 0.0339489855 0.0079633574
## 12 0.0018882861 0.009935259 0.003505102 0.0088197930 0.0068110633
## 13 0.0074911357 0.010801554 0.002504887 0.0248665099 0.0079641889
## 14 0.0035637641 0.011769123 0.008310335 0.0208775866 0.0264355233
## 15 0.0037075278 0.033242185 0.001567064 0.0282139147 0.0256849278
## 16 0.0112140731 0.002708258 0.023695345 0.0131949955 0.0127104930
## 17 0.0179679657 0.008651043 0.014940891 0.0251928075 0.0049948889
## 18 0.0168366794 0.013186901 0.014779099 0.0280928484 0.0059499535
## 19 0.0155586613 0.003838741 0.013510519 0.0071777203 0.0079565512
## 20 0.0170805627 0.025863755 0.014100095 0.0142767216 0.0072666921
## 21 0.0221986133 0.046359549 0.019166348 0.0043878701 0.0071293894
## PC38.45 PC39.45 PC40.45 PC41.45 PC42.45
## 1 0.019406810 0.0047176094 8.846041e-05 3.456438e-02 0.0183645191
## 2 0.041365502 0.0298933449 9.579026e-04 1.524526e-02 0.0356688909
## 3 0.011674683 0.0000855609 8.563728e-03 1.014755e-02 0.0035226055
## 4 0.018358323 0.0011205325 1.763951e-02 5.428476e-03 0.0124569393
## 5 0.009181122 0.0095197219 5.606699e-03 2.322842e-04 0.0044774087
## 6 0.005457971 0.0151044320 1.828316e-03 1.080415e-02 0.0010240083
## 7 0.021678306 0.0317763927 2.223649e-02 2.779095e-02 0.0206563328
## 8 0.002584070 0.0109883234 9.693223e-03 1.664219e-03 0.0053447019
## 9 0.020140639 0.0107595988 1.674395e-02 2.193217e-02 0.0092349479
## 10 0.010954433 0.0048911315 3.438280e-02 1.542802e-02 0.0007578696
## 11 0.061328798 0.0192273687 1.045735e-03 3.749740e-02 0.0103253088
## 12 0.024973398 0.0110103570 7.382782e-03 7.596383e-03 0.0159441600
## 13 0.015840697 0.0054013909 4.782018e-02 2.879770e-02 0.0263559006
## 14 0.042190943 0.0269408502 3.354874e-02 1.469046e-02 0.0056022036
## 15 0.015024316 0.0115403387 1.881309e-02 8.162331e-05 0.0034265889
## 16 0.025403862 0.0276109560 1.491221e-02 6.551731e-03 0.0280165217
## 17 0.009268270 0.0079574468 1.432417e-02 1.496587e-02 0.0049764289
## 18 0.010549189 0.0212402604 3.696235e-02 2.313443e-03 0.0127048526
## 19 0.006085835 0.0151419351 2.442443e-02 1.884292e-02 0.0151085810
## 20 0.014308223 0.0030882929 5.811366e-04 1.472616e-02 0.0044521728
## 21 0.007958182 0.0026019229 1.744477e-03 7.651826e-03 0.0303072881
## PC43.45 PC44.45 PC45.45 PC46.45 PC47.45
## 1 0.007491548 0.0551015080 1.412321e-02 0.04329316 0.0069080557
## 2 0.005650095 0.0381013780 1.927825e-02 0.03656155 0.0225237977
## 3 0.003463866 0.0056798300 2.235155e-02 0.03534146 0.0160252010
## 4 0.001661266 0.0185446976 1.035752e-02 0.03246706 0.0039995210
## 5 0.025925866 0.0107523781 4.458127e-03 0.03036392 0.0135859381
## 6 0.009068592 0.0122228240 1.821667e-02 0.02611395 0.0105872301
## 7 0.020324925 0.0002421774 1.053578e-02 0.02598531 0.0110295939
## 8 0.005115243 0.0047047089 2.479715e-02 0.02550465 0.0259938695
## 9 0.016538650 0.0209427478 2.880465e-02 0.02497439 0.0095583605
## 10 0.031790385 0.0127900286 1.891215e-02 0.02432678 0.0057004950
## 11 0.001054353 0.0127241139 1.049230e-02 0.02383981 0.0096537014
## 12 0.017425841 0.0080431641 6.187667e-03 0.02345018 0.0248339951
## 13 0.005219606 0.0101290310 2.706038e-02 0.02323178 0.0209236556
## 14 0.013212907 0.0172855631 1.397104e-02 0.02314413 0.0157752637
## 15 0.009059190 0.0039600349 1.028271e-02 0.02272018 0.0149340891
## 16 0.009297284 0.0235046652 2.013796e-02 0.02228623 0.0089619234
## 17 0.002635585 0.0100842442 1.846531e-03 0.02202662 0.0019474398
## 18 0.029189045 0.0173184981 1.161915e-06 0.02188336 0.0081047417
## 19 0.018589551 0.0271785172 4.424083e-03 0.02149725 0.0210493396
## 20 0.022892589 0.0261319584 2.314971e-02 0.02135217 0.0004494576
## 21 0.025638410 0.0062154054 8.202022e-03 0.02074739 0.0011228177
## PC48.45 PC49.45 PC50.45 PC51.45 PC52.45
## 1 0.011986242 0.007858785 0.0077718093 0.0007122451 0.021253623
## 2 0.023359232 0.003357948 0.0181328516 0.0027691381 0.012012841
## 3 0.029490397 0.026998154 0.0077464977 0.0172849563 0.038932383
## 4 0.006027365 0.001924934 0.0188253504 0.0081814114 0.013774740
## 5 0.019623754 0.009611119 0.0163555965 0.0039280288 0.005412476
## 6 0.005668942 0.044523392 0.0329795439 0.0059094333 0.011698836
## 7 0.021590478 0.021740957 0.0212509860 0.0115477345 0.018993334
## 8 0.002408479 0.005842586 0.0050285835 0.0141104814 0.007149243
## 9 0.025537155 0.018831624 0.0230699522 0.0163549630 0.003342822
## 10 0.002119443 0.007807132 0.0257200185 0.0118096775 0.048425270
## 11 0.015791203 0.035916739 0.0198680931 0.0010542637 0.003602526
## 12 0.012341676 0.018043596 0.0173358303 0.0118349531 0.015759341
## 13 0.016321533 0.011960728 0.0203909090 0.0003602512 0.007965090
## 14 0.002516294 0.001772171 0.0005050121 0.0023876970 0.000584539
## 15 0.002508383 0.027603506 0.0123742531 0.0049943191 0.021026577
## 16 0.010819072 0.023067268 0.0025410549 0.0068262164 0.027658524
## 17 0.011003969 0.004115277 0.0008671222 0.0095065472 0.001165739
## 18 0.008913114 0.010557901 0.0055357245 0.0199213591 0.009049887
## 19 0.039056331 0.007531165 0.0236754328 0.0154326407 0.024887811
## 20 0.012716111 0.019931017 0.0288598698 0.0117085853 0.023421432
## 21 0.003687112 0.001709257 0.0062403701 0.0290759161 0.002930999
## PC53.45 PC54.45 PC55.45 PC56.45 PC57.45
## 1 0.0162096397 0.0001327207 0.0018413514 0.0193079703 0.0249291572
## 2 0.0220259129 0.0111204576 0.0003648512 0.0077348914 0.0191647654
## 3 0.0075705749 0.0153388685 0.0294006112 0.0343730458 0.0139984266
## 4 0.0245576490 0.0017917463 0.0210675244 0.0049683435 0.0001933771
## 5 0.0121770192 0.0186518929 0.0167067128 0.0302823006 0.0006870612
## 6 0.0014647653 0.0149514301 0.0268340642 0.0015088859 0.0277757771
## 7 0.0068510418 0.0090353732 0.0107914432 0.0206791847 0.0010814374
## 8 0.0356010823 0.0356283377 0.0108775144 0.0106730363 0.0015997096
## 9 0.0049581117 0.0329088967 0.0127457601 0.0212585522 0.0048808402
## 10 0.0347323205 0.0147438510 0.0001741339 0.0074701610 0.0183492738
## 11 0.0067532476 0.0206846249 0.0229972681 0.0081600580 0.0154399341
## 12 0.0212736010 0.0232615693 0.0206463817 0.0001945403 0.0299042747
## 13 0.0003402151 0.0076261223 0.0089668291 0.0140110813 0.0027969516
## 14 0.0294181547 0.0102268671 0.0117759579 0.0337877077 0.0002138958
## 15 0.0218063432 0.0229360323 0.0016926755 0.0483129522 0.0101841356
## 16 0.0026353835 0.0026470887 0.0168570773 0.0009952676 0.0028220103
## 17 0.0210651750 0.0232125969 0.0260020882 0.0256390383 0.0159043148
## 18 0.0120932326 0.0117237385 0.0019360316 0.0031441580 0.0104315489
## 19 0.0073984141 0.0111963175 0.0067305232 0.0091918884 0.0135779051
## 20 0.0215750735 0.0161880548 0.0085273782 0.0168627412 0.0152541505
## 21 0.0379608313 0.0320571934 0.0027015202 0.0086863854 0.0256685339
## PC58.45 PC59.45 PC60.45 PC61.45 PC62.45
## 1 0.0001651332 0.0240504419 0.0024020792 0.029062510 2.209401e-03
## 2 0.0083703260 0.0061295494 0.0069202733 0.009685530 5.270374e-03
## 3 0.0331325409 0.0329276914 0.0231136116 0.009105700 1.104839e-02
## 4 0.0046913547 0.0446585875 0.0151329808 0.011348932 1.915041e-04
## 5 0.0012665386 0.0265810576 0.0006534196 0.004606716 3.822359e-02
## 6 0.0078703641 0.0014461747 0.0207702826 0.023094159 6.165117e-03
## 7 0.0044385602 0.0053523100 0.0112577741 0.010321521 2.376579e-02
## 8 0.0075136757 0.0155025141 0.0527958195 0.002828014 2.505668e-02
## 9 0.0320283684 0.0203038577 0.0109428327 0.008456194 1.092215e-02
## 10 0.0214583591 0.0062059528 0.0043946798 0.019339718 2.471996e-02
## 11 0.0257238149 0.0032378700 0.0172457701 0.005899460 3.462131e-03
## 12 0.0131431079 0.0414309789 0.0272649443 0.023387615 1.506825e-02
## 13 0.0117947049 0.0035312382 0.0054182727 0.001842955 1.288904e-02
## 14 0.0055600502 0.0180751076 0.0082155131 0.021196265 6.059957e-06
## 15 0.0078136921 0.0021907568 0.0009684508 0.029856896 5.964385e-03
## 16 0.0055128938 0.0008688294 0.0223367110 0.001179959 6.944575e-03
## 17 0.0095231596 0.0232531093 0.0157467721 0.008771105 2.148573e-02
## 18 0.0053606678 0.0107233646 0.0112861807 0.005941724 2.343193e-02
## 19 0.0152486166 0.0036510912 0.0218361221 0.011779554 1.426876e-02
## 20 0.0143262533 0.0212396008 0.0250836070 0.027694334 3.650433e-02
## 21 0.0128126667 0.0114304209 0.0201215702 0.015869348 2.235705e-02
## PC63.45 PC64.45 PC65.45 PC66.45 PC67.45
## 1 0.007052124 0.0007189327 0.020260927 0.002539966 0.004856063
## 2 0.010482572 0.0055515971 0.014571146 0.018929406 0.006171772
## 3 0.007330237 0.0156091167 0.012160437 0.022178441 0.020779375
## 4 0.031977539 0.0016717793 0.021461798 0.002179003 0.022118439
## 5 0.034743555 0.0077435102 0.010017683 0.016299461 0.013466340
## 6 0.016431445 0.0019784486 0.007478598 0.013902288 0.002545210
## 7 0.039822685 0.0022061130 0.010377480 0.007431757 0.016020983
## 8 0.015687418 0.0149730563 0.010184212 0.023423474 0.007941836
## 9 0.023620548 0.0370467756 0.003178783 0.009898796 0.019402486
## 10 0.003478084 0.0309944333 0.009459517 0.008111490 0.018881662
## 11 0.002854494 0.0119159451 0.002351855 0.013604002 0.008621536
## 12 0.007320984 0.0112315049 0.020280848 0.023902768 0.020705462
## 13 0.025757440 0.0165285383 0.008305204 0.013816156 0.003404221
## 14 0.005537606 0.0197953117 0.015575552 0.012839794 0.021742169
## 15 0.013778415 0.0349634475 0.019003963 0.003949686 0.004902395
## 16 0.025170782 0.0237099683 0.032287596 0.004156180 0.023535112
## 17 0.017334277 0.0081639542 0.007822644 0.033123151 0.012292413
## 18 0.045107518 0.0060157216 0.028748273 0.013447794 0.027817251
## 19 0.002854571 0.0211573070 0.011030383 0.003632873 0.009627359
## 20 0.011262627 0.0106814335 0.015222391 0.005009302 0.038402128
## 21 0.012143539 0.0416212060 0.023021525 0.015915069 0.002720838
## PC68.45 programN.46 PC1.46
## 1 0.0037756628 Education.Policy 0.0323267164
## 2 0.0203638845 Philosophy 0.0071900348
## 3 0.0093621067 Nursing 0.0006894445
## 4 0.0416938066 Science.Education 0.0001849125
## 5 0.0261225260 Economics.and.Education 0.0335918287
## 6 0.0168560548 Bilingual.Bicultural.Education 0.0276069141
## 7 0.0199395695 Health.Education 0.0089287273
## 8 0.0196420568 Cognitive.Science 0.0004729092
## 9 0.0093175439 Intellectual.Disability.Autism 0.0044724366
## 10 0.0070064984 Clinical.Psychology 0.0222027764
## 11 0.0140855684 Early.Childhood.Special.Education 0.0044082527
## 12 0.0299029717 Sociology 0.0215823333
## 13 0.0023676781 History 0.0266635454
## 14 0.0007237298 Neuroscience 0.0082813494
## 15 0.0015280487 Social.Studies 0.0179973774
## 16 0.0017110830 Behavior.Analysis 0.0117921579
## 17 0.0122383227 Inclusive.Education 0.0170615072
## 18 0.0109481637 Mathematics 0.0047741638
## 19 0.0027170047 Motor.Learning.and.Control 0.0103610148
## 20 0.0192793011 Art.Education 0.0155564979
## 21 0.0199583902 Design.and.Development.of.Digital.Games 0.0063556814
## PC2.46 PC3.46 PC4.46 PC5.46 PC6.46
## 1 0.0087938697 0.008099375 0.0114610317 0.001533022 0.001270167
## 2 0.0057263717 0.001560184 0.0092148381 0.021638555 0.021966120
## 3 0.0318560955 0.010283132 0.0149187169 0.019532896 0.013044813
## 4 0.0063566748 0.016191800 0.0161678166 0.016481645 0.056947699
## 5 0.0089066571 0.002856671 0.0191995859 0.018205005 0.001985077
## 6 0.0134069750 0.006811021 0.0283298432 0.005426524 0.018713220
## 7 0.0341478058 0.014306997 0.0188519367 0.005280302 0.029249799
## 8 0.0174686632 0.048109619 0.0224692585 0.009744760 0.012069745
## 9 0.0108282580 0.012596177 0.0176122351 0.007266336 0.012534262
## 10 0.0371952492 0.003162028 0.0011901552 0.004759591 0.014555141
## 11 0.0255520678 0.022388206 0.0313996215 0.016186983 0.007534817
## 12 0.0242518953 0.004533430 0.0278952166 0.002804944 0.006136588
## 13 0.0024427805 0.001555689 0.0021290297 0.053094195 0.005603208
## 14 0.0346574223 0.027410759 0.0046522158 0.006940352 0.017080153
## 15 0.0006640169 0.011033275 0.0056230373 0.017457209 0.031543564
## 16 0.0294421418 0.017219938 0.0091451693 0.003089912 0.011422446
## 17 0.0109206381 0.003218646 0.0005861185 0.022383499 0.029782550
## 18 0.0018231510 0.046388770 0.0087165361 0.018786976 0.007453833
## 19 0.0077604675 0.027788718 0.0129907983 0.017326761 0.017715486
## 20 0.0020483070 0.008931075 0.0020734548 0.022933112 0.008990533
## 21 0.0144088809 0.044990699 0.0313386025 0.012099339 0.020042351
## PC7.46 PC8.46 PC9.46 PC10.46 PC11.46
## 1 0.0369923208 0.0009551069 0.024343303 0.013223084 4.030113e-03
## 2 0.0014961654 0.0073674683 0.001982901 0.062273522 2.398438e-03
## 3 0.0085190617 0.0026309260 0.005337466 0.023553428 6.672129e-05
## 4 0.0090927149 0.0104372384 0.027654292 0.003067825 1.260144e-02
## 5 0.0078716548 0.0097133290 0.017746346 0.015958840 1.044750e-02
## 6 0.0284029244 0.0043779484 0.021853686 0.022701633 2.662356e-02
## 7 0.0060629522 0.0003695185 0.024513906 0.019777162 1.229489e-02
## 8 0.0079184629 0.0089828445 0.009327772 0.001968847 3.248569e-02
## 9 0.0030055899 0.0019796475 0.011453917 0.059832236 1.154135e-02
## 10 0.0204610368 0.0096703098 0.007534750 0.004432939 3.156260e-04
## 11 0.0212184000 0.0177969933 0.030278451 0.015328400 1.066777e-02
## 12 0.0112917391 0.0070614680 0.001296332 0.015074211 2.622339e-02
## 13 0.0024226234 0.0158731531 0.001431406 0.002892222 5.277345e-03
## 14 0.0031980504 0.0060050438 0.024451768 0.008449557 1.281742e-03
## 15 0.0424431855 0.0446486045 0.012576202 0.004190068 8.267224e-03
## 16 0.0020994943 0.0218668887 0.019010098 0.007569447 6.861169e-03
## 17 0.0152540510 0.0071218003 0.009367531 0.018008326 3.564825e-02
## 18 0.0116994760 0.0227874887 0.005242621 0.026662334 7.351706e-03
## 19 0.0009343611 0.0287982992 0.003362259 0.004805679 2.540004e-02
## 20 0.0244124229 0.0067335669 0.001048565 0.035493921 3.428166e-02
## 21 0.0034495169 0.0046244582 0.003947530 0.017531683 8.619621e-03
## PC12.46 PC13.46 PC14.46 PC15.46 PC16.46
## 1 0.0025939660 0.0087899478 0.000878627 0.0225678144 0.012958470
## 2 0.0278566952 0.0270965984 0.047835044 0.0050924287 0.001859075
## 3 0.0056246625 0.0186608463 0.013507131 0.0159261432 0.014508125
## 4 0.0171414865 0.0266447829 0.024239583 0.0242909381 0.010020918
## 5 0.0092146767 0.0059522552 0.031663960 0.0001306213 0.004179001
## 6 0.0052358326 0.0100731292 0.001194451 0.0094952899 0.015421788
## 7 0.0257553935 0.0306201751 0.021222754 0.0072622281 0.005321750
## 8 0.0015009957 0.0005854564 0.003172296 0.0060985846 0.005252680
## 9 0.0365367885 0.0295004717 0.017542527 0.0021303254 0.017804752
## 10 0.0218082169 0.0003086636 0.006200889 0.0038287891 0.004582990
## 11 0.0108881859 0.0047609933 0.020385926 0.0102805241 0.007284086
## 12 0.0087327063 0.0003873450 0.020560176 0.0091526378 0.008549125
## 13 0.0166711748 0.0013146984 0.022575312 0.0144500273 0.007566383
## 14 0.0092216656 0.0026982800 0.000914975 0.0385331983 0.030638579
## 15 0.0046444189 0.0110741844 0.029495267 0.0158405074 0.002239219
## 16 0.0031847347 0.0237433847 0.042812110 0.0074475140 0.008750594
## 17 0.0137136493 0.0006533485 0.012261040 0.0203852487 0.012446626
## 18 0.0002360754 0.0128182972 0.039745682 0.0241197802 0.020222250
## 19 0.0488947193 0.0019432972 0.007958437 0.0164694612 0.003954822
## 20 0.0240988723 0.0317734411 0.008276382 0.0147341776 0.042387978
## 21 0.0221749270 0.0136066046 0.026515322 0.0178325436 0.011643175
## PC17.46 PC18.46 PC19.46 PC20.46 PC21.46
## 1 0.0102873586 0.0140662409 0.030828429 0.031274059 0.0052381018
## 2 0.0103639658 0.0248252745 0.012608747 0.010017276 0.0001345493
## 3 0.0233019901 0.0392991538 0.023920715 0.018546330 0.0111727952
## 4 0.0109400901 0.0042956585 0.011481442 0.010633742 0.0418248551
## 5 0.0278652033 0.0133150303 0.005162463 0.013509464 0.0142961062
## 6 0.0042930855 0.0015598852 0.001341294 0.015515080 0.0197209359
## 7 0.0211236012 0.0125916567 0.011270142 0.009007826 0.0210301845
## 8 0.0257481358 0.0107360358 0.029120880 0.006395776 0.0298789547
## 9 0.0077512223 0.0128130960 0.026403612 0.037637801 0.0222197439
## 10 0.0406961358 0.0046276920 0.009859608 0.008355508 0.0065518197
## 11 0.0000681285 0.0013513795 0.003124974 0.057706894 0.0045426515
## 12 0.0077309109 0.0332793784 0.038723593 0.003486161 0.0240717349
## 13 0.0086314728 0.0152790336 0.011884667 0.004470544 0.0121759984
## 14 0.0046173443 0.0222377474 0.011392769 0.001406500 0.0200360698
## 15 0.0225297196 0.0022759901 0.017123965 0.005482647 0.0058795476
## 16 0.0240979897 0.0096858683 0.048701596 0.013158863 0.0161358669
## 17 0.0287832542 0.0449375971 0.010910470 0.013056997 0.0002768048
## 18 0.0046754910 0.0001654039 0.001707040 0.037763175 0.0047122443
## 19 0.0086730310 0.0014022432 0.016143041 0.004918364 0.0135797185
## 20 0.0099082432 0.0104051803 0.008058136 0.008551660 0.0032436272
## 21 0.0056585626 0.0213273553 0.010235224 0.001633480 0.0017292281
## PC22.46 PC23.46 PC24.46 PC25.46 PC26.46
## 1 0.0173406772 0.009886956 0.008255632 0.0089415613 0.002081881
## 2 0.0081868980 0.025278109 0.024891879 0.0142626029 0.003045321
## 3 0.0175862325 0.017410280 0.006319988 0.0417411276 0.011241012
## 4 0.0066222614 0.013729464 0.015917493 0.0027037507 0.010945593
## 5 0.0406304943 0.007084295 0.018594354 0.0108446146 0.005448896
## 6 0.0186489576 0.033244470 0.004169608 0.0044132283 0.033307539
## 7 0.0095410886 0.008640952 0.008264837 0.0025007969 0.018053526
## 8 0.0125719028 0.016372453 0.022648687 0.0065363706 0.009058300
## 9 0.0286510754 0.006057446 0.003109640 0.0141948225 0.017184226
## 10 0.0112093208 0.006532386 0.015395071 0.0143380328 0.013404488
## 11 0.0004601013 0.010723076 0.004006964 0.0076742108 0.014624062
## 12 0.0233573982 0.014647606 0.037109557 0.0005793825 0.005853814
## 13 0.0245537184 0.012114720 0.009441786 0.0052949583 0.002012743
## 14 0.0169055111 0.017155873 0.018987978 0.0364937550 0.007240608
## 15 0.0104511177 0.015724566 0.016443502 0.0101204159 0.008501193
## 16 0.0114544619 0.005234694 0.010229317 0.0128940564 0.024440115
## 17 0.0121534748 0.022789427 0.024431939 0.0230774302 0.031646744
## 18 0.0268411053 0.009816194 0.005973932 0.0186116710 0.025822425
## 19 0.0380763440 0.022639671 0.007657435 0.0406986876 0.012431671
## 20 0.0199219101 0.006313250 0.015270130 0.0034042358 0.031324719
## 21 0.0137213581 0.024451006 0.013623170 0.0019594510 0.031170855
## PC27.46 PC28.46 PC29.46 PC30.46 PC31.46
## 1 0.012823729 0.0043735977 0.002958133 0.018099459 0.014539385
## 2 0.002932434 0.0180404239 0.003481406 0.007295083 0.001202209
## 3 0.026531295 0.0412219433 0.021384707 0.011077504 0.005863882
## 4 0.009309978 0.0057851801 0.006132253 0.004926097 0.007671265
## 5 0.018845067 0.0076901521 0.014301659 0.005576674 0.008902280
## 6 0.009299084 0.0177794941 0.012593345 0.014068196 0.017370669
## 7 0.011820683 0.0116804969 0.018643151 0.007750826 0.009362498
## 8 0.033969504 0.0117121742 0.023250284 0.010491023 0.028416820
## 9 0.007296346 0.0118451590 0.009398466 0.009063479 0.027537548
## 10 0.016906016 0.0079974356 0.010743440 0.012143080 0.017783776
## 11 0.004040711 0.0113032062 0.011117160 0.002702473 0.031780227
## 12 0.011773129 0.0139280529 0.014414900 0.035087488 0.006263718
## 13 0.013727667 0.0255845394 0.011050407 0.048402872 0.017759978
## 14 0.011685925 0.0015291338 0.018357997 0.022055438 0.010430419
## 15 0.002377932 0.0016878406 0.010480072 0.002272414 0.014119625
## 16 0.010963900 0.0025146364 0.010753068 0.008874186 0.006938124
## 17 0.004983032 0.0307676886 0.013948056 0.042075860 0.004499735
## 18 0.004136018 0.0003579466 0.032402692 0.001930179 0.010390315
## 19 0.011483059 0.0364823634 0.010744052 0.005963509 0.002653920
## 20 0.003351852 0.0108956346 0.010482390 0.042617037 0.034447106
## 21 0.014719210 0.0156336862 0.008803654 0.012601867 0.004174359
## PC32.46 PC33.46 PC34.46 PC35.46 PC36.46 PC37.46
## 1 0.024899750 0.009103053 0.003027098 0.014922312 0.023478287 0.007409106
## 2 0.021818156 0.008727249 0.010751173 0.021484687 0.032968635 0.010066207
## 3 0.016101107 0.025366158 0.006030524 0.008019843 0.028839537 0.018833127
## 4 0.018414642 0.010212963 0.014836509 0.009083503 0.036984507 0.018278364
## 5 0.038486901 0.029518052 0.011544875 0.008139444 0.008770795 0.036231280
## 6 0.003597857 0.014466408 0.004079093 0.011186146 0.010576620 0.019161969
## 7 0.006483284 0.041784327 0.028605599 0.009338729 0.034246715 0.010044104
## 8 0.003474786 0.001888286 0.009935259 0.003505102 0.008819793 0.006811063
## 9 0.004715103 0.024715882 0.031140998 0.004184547 0.015669664 0.032762084
## 10 0.004334949 0.070436858 0.022220888 0.030243607 0.005997443 0.004252089
## 11 0.018387776 0.022650238 0.003722931 0.009492371 0.015741824 0.023362478
## 12 0.007041298 0.007876113 0.014505656 0.019847812 0.020685769 0.043495013
## 13 0.014514086 0.004257474 0.023032299 0.004228707 0.013919346 0.006060915
## 14 0.019810330 0.023984411 0.001495123 0.006022188 0.021562865 0.014256674
## 15 0.002642257 0.004917826 0.025635072 0.006849068 0.006267412 0.028661939
## 16 0.019270154 0.014351280 0.003062263 0.013422757 0.025463100 0.020752434
## 17 0.011916066 0.003290470 0.017535822 0.011778460 0.005876314 0.017559624
## 18 0.018919577 0.008990430 0.008740235 0.010714334 0.002502554 0.004266231
## 19 0.041612714 0.015558661 0.003838741 0.013510519 0.007177720 0.007956551
## 20 0.024905501 0.007491136 0.010801554 0.002504887 0.024866510 0.007964189
## 21 0.002985197 0.019114751 0.012025524 0.001355074 0.009789433 0.022382828
## PC38.46 PC39.46 PC40.46 PC41.46 PC42.46
## 1 0.011824113 5.718338e-02 0.0098601246 0.014198811 1.112936e-02
## 2 0.010748328 4.839365e-02 0.0075559333 0.009676640 1.532486e-02
## 3 0.001502887 1.750696e-04 0.0003577850 0.016803919 1.408984e-02
## 4 0.006947710 2.244413e-03 0.0053277109 0.011549053 8.653008e-04
## 5 0.007465190 2.348729e-03 0.0108861578 0.014079541 2.479572e-02
## 6 0.006130624 1.113405e-02 0.0101693473 0.031349182 1.946398e-02
## 7 0.002584070 1.098832e-02 0.0096932235 0.001664219 5.344702e-03
## 8 0.024973398 1.101036e-02 0.0073827815 0.007596383 1.594416e-02
## 9 0.025308741 1.033117e-02 0.0244133763 0.010980491 6.851093e-03
## 10 0.003650099 8.797659e-04 0.0166138263 0.013519563 2.182742e-02
## 11 0.011820366 2.381957e-03 0.0041685253 0.020639197 1.708565e-02
## 12 0.007439036 1.955883e-02 0.0223983143 0.008467525 3.290123e-02
## 13 0.021004263 6.512379e-06 0.0055940676 0.012477356 9.094251e-03
## 14 0.006427212 1.745404e-02 0.0210740492 0.006719749 9.407813e-05
## 15 0.027859224 1.389712e-02 0.0069091906 0.053621958 9.034944e-03
## 16 0.041365502 2.989334e-02 0.0009579026 0.015245263 3.566889e-02
## 17 0.008483998 1.944366e-02 0.0049116173 0.016544825 6.804155e-03
## 18 0.023206111 6.482205e-04 0.0116785958 0.027360555 6.811210e-03
## 19 0.006085835 1.514194e-02 0.0244244278 0.018842925 1.510858e-02
## 20 0.015840697 5.401391e-03 0.0478201822 0.028797703 2.635590e-02
## 21 0.003711882 1.394282e-02 0.0425738295 0.003224138 3.238990e-02
## PC43.46 PC44.46 PC45.46 PC46.46 PC47.46
## 1 0.0201894826 0.0050311870 0.0298316649 0.016048174 0.06372516
## 2 0.0171000431 0.0142447850 0.0075442639 0.006735028 0.04087956
## 3 0.0463052475 0.0227728977 0.0042822245 0.011845454 0.03460490
## 4 0.0002670037 0.0199111020 0.0035261771 0.008104409 0.03084170
## 5 0.0123560580 0.0327768402 0.0092937986 0.020395223 0.03064441
## 6 0.0416908536 0.0249021196 0.0147801457 0.015754227 0.02789976
## 7 0.0051152430 0.0047047089 0.0247971524 0.025504651 0.02599387
## 8 0.0174258415 0.0080431641 0.0061876670 0.023450185 0.02483400
## 9 0.0077302656 0.0166797718 0.0259776228 0.014454409 0.02437607
## 10 0.0050718904 0.0083764360 0.0040840683 0.007130567 0.02354353
## 11 0.0212998530 0.0084559490 0.0293598815 0.004285109 0.02350665
## 12 0.0135742542 0.0064833617 0.0177477683 0.008612097 0.02341727
## 13 0.0038598001 0.0224522737 0.0303986742 0.014451516 0.02335026
## 14 0.0254418214 0.0034489521 0.0023730569 0.001165617 0.02302559
## 15 0.0151474899 0.0271171771 0.0173251752 0.001834548 0.02294627
## 16 0.0056500950 0.0381013780 0.0192782502 0.036561553 0.02252380
## 17 0.0258702682 0.0210734158 0.0227046753 0.019649372 0.02199607
## 18 0.0007958790 0.0004903914 0.0004736047 0.001786810 0.02121883
## 19 0.0185895509 0.0271785172 0.0044240828 0.021497245 0.02104934
## 20 0.0052196060 0.0101290310 0.0270603752 0.023231779 0.02092366
## 21 0.0077749365 0.0136248466 0.0068999177 0.015437185 0.01854158
## PC48.46 PC49.46 PC50.46 PC51.46 PC52.46
## 1 0.001774937 0.034874201 0.0254895324 0.0080101241 0.004199199
## 2 0.012227268 0.008975692 0.0013177707 0.0323087321 0.005803143
## 3 0.012362602 0.008435817 0.0215834301 0.0196754224 0.004889472
## 4 0.000428111 0.008535380 0.0079758729 0.0160570954 0.015072921
## 5 0.006567045 0.012669433 0.0067770310 0.0189293903 0.012817131
## 6 0.018652235 0.005286181 0.0258272228 0.0348999035 0.015408438
## 7 0.002408479 0.005842586 0.0050285835 0.0141104814 0.007149243
## 8 0.012341676 0.018043596 0.0173358303 0.0118349531 0.015759341
## 9 0.010841817 0.013645142 0.0003401361 0.0028951549 0.006215324
## 10 0.013181214 0.004030878 0.0189340516 0.0300586945 0.026442880
## 11 0.022509523 0.016686431 0.0247123911 0.0174451145 0.037332067
## 12 0.014773409 0.005743079 0.0219280510 0.0142356650 0.006706854
## 13 0.004104485 0.001196755 0.0170451125 0.0465006563 0.001842569
## 14 0.010829788 0.002611124 0.0102166669 0.0313499301 0.026137646
## 15 0.014427919 0.019484799 0.0339813028 0.0079120422 0.010260133
## 16 0.023359232 0.003357948 0.0181328516 0.0027691381 0.012012841
## 17 0.003254416 0.005851927 0.0061513152 0.0392938182 0.033265264
## 18 0.016964390 0.019034109 0.0278684969 0.0285095830 0.018949358
## 19 0.039056331 0.007531165 0.0236754328 0.0154326407 0.024887811
## 20 0.016321533 0.011960728 0.0203909090 0.0003602512 0.007965090
## 21 0.009676484 0.012731327 0.0205016989 0.0289123414 0.021633326
## PC53.46 PC54.46 PC55.46 PC56.46 PC57.46
## 1 0.0078010804 0.0011994526 0.0037855934 0.0007189096 0.0035200914
## 2 0.0414613455 0.0118362828 0.0077361124 0.0116623813 0.0029292353
## 3 0.0240110550 0.0034722408 0.0096144876 0.0287811963 0.0084370519
## 4 0.0230593285 0.0100413393 0.0333529136 0.0074359458 0.0658387454
## 5 0.0112425240 0.0129525274 0.0087715572 0.0009341546 0.0110941329
## 6 0.0240816375 0.0049659548 0.0207779032 0.0174283978 0.0092653191
## 7 0.0356010823 0.0356283377 0.0108775144 0.0106730363 0.0015997096
## 8 0.0212736010 0.0232615693 0.0206463817 0.0001945403 0.0299042747
## 9 0.0089149065 0.0007387733 0.0192628629 0.0002334902 0.0077719619
## 10 0.0052762001 0.0181709192 0.0093481064 0.0129663081 0.0251931664
## 11 0.0019002684 0.0261463582 0.0097246318 0.0421240490 0.0005518043
## 12 0.0043644760 0.0079230424 0.0016213797 0.0178425836 0.0363386915
## 13 0.0334005615 0.0222085762 0.0150609786 0.0266252000 0.0216577643
## 14 0.0326605694 0.0143283040 0.0017381732 0.0148300282 0.0140147292
## 15 0.0224989660 0.0009282111 0.0083899575 0.0149906316 0.0172954496
## 16 0.0220259129 0.0111204576 0.0003648512 0.0077348914 0.0191647654
## 17 0.0014460615 0.0125827955 0.0109562284 0.0011959113 0.0203059421
## 18 0.0239896580 0.0229405306 0.0199564132 0.0014114125 0.0345738076
## 19 0.0073984141 0.0111963175 0.0067305232 0.0091918884 0.0135779051
## 20 0.0003402151 0.0076261223 0.0089668291 0.0140110813 0.0027969516
## 21 0.0403311456 0.0005479920 0.0506128239 0.0125973203 0.0006417965
## PC58.46 PC59.46 PC60.46 PC61.46 PC62.46
## 1 0.0178475038 0.0058907620 0.014634281 0.015481927 0.0216520926
## 2 0.0013623026 0.0110865822 0.006877797 0.001825640 0.0004763906
## 3 0.0209606836 0.0001859973 0.008197484 0.007794702 0.0067100558
## 4 0.0031831509 0.0289052483 0.005174998 0.007799949 0.0177901996
## 5 0.0410441146 0.0225432489 0.017457682 0.033339945 0.0301735035
## 6 0.0150806355 0.0045754059 0.005582064 0.003381650 0.0257091467
## 7 0.0075136757 0.0155025141 0.052795819 0.002828014 0.0250566772
## 8 0.0131431079 0.0414309789 0.027264944 0.023387615 0.0150682489
## 9 0.0120318199 0.0370319347 0.015413022 0.015238303 0.0177678492
## 10 0.0409487207 0.0057102701 0.024372695 0.004231560 0.0142867096
## 11 0.0043324004 0.0184290887 0.033227982 0.013542498 0.0150148673
## 12 0.0275029508 0.0036902351 0.005978005 0.015124400 0.0016902317
## 13 0.0094062669 0.0064088133 0.003552943 0.026546418 0.0230594742
## 14 0.0322233127 0.0106048859 0.005009032 0.002587240 0.0372843347
## 15 0.0396379065 0.0240006900 0.019165914 0.016260121 0.0086813661
## 16 0.0083703260 0.0061295494 0.006920273 0.009685530 0.0052703741
## 17 0.0113508668 0.0170113237 0.017833043 0.016984420 0.0006758373
## 18 0.0005703724 0.0018083873 0.007134135 0.028753872 0.0022581916
## 19 0.0152486166 0.0036510912 0.021836122 0.011779554 0.0142687579
## 20 0.0117947049 0.0035312382 0.005418273 0.001842955 0.0128890391
## 21 0.0052174617 0.0125557911 0.001549461 0.025053454 0.0242492514
## PC63.46 PC64.46 PC65.46 PC66.46 PC67.46
## 1 0.003868852 0.014446847 0.004608666 0.004189666 0.0037679986
## 2 0.012246761 0.004903976 0.005585402 0.019612045 0.0110893130
## 3 0.014677214 0.000124328 0.009623472 0.010578671 0.0160436216
## 4 0.012204365 0.005004208 0.010440618 0.013922677 0.0067289171
## 5 0.014945924 0.005352169 0.022998476 0.005718274 0.0144234737
## 6 0.019184373 0.009748821 0.024941440 0.032972251 0.0098866706
## 7 0.015687418 0.014973056 0.010184212 0.023423474 0.0079418362
## 8 0.007320984 0.011231505 0.020280848 0.023902768 0.0207054618
## 9 0.017580770 0.007288366 0.010291958 0.008172666 0.0066902351
## 10 0.011847992 0.023330197 0.032127426 0.006111559 0.0040435596
## 11 0.026840548 0.007271674 0.008621503 0.001465802 0.0007717288
## 12 0.010342404 0.007566239 0.017013066 0.007969247 0.0176483759
## 13 0.020584123 0.007986115 0.020139894 0.022269664 0.0301882735
## 14 0.001782576 0.032788913 0.019945987 0.025869868 0.0243029388
## 15 0.021279774 0.020717742 0.001980126 0.009463586 0.0097470611
## 16 0.010482572 0.005551597 0.014571146 0.018929406 0.0061717717
## 17 0.004312326 0.004573015 0.022077595 0.008488602 0.0066599595
## 18 0.006231804 0.022999685 0.004484612 0.049476845 0.0147944324
## 19 0.002854571 0.021157307 0.011030383 0.003632873 0.0096273589
## 20 0.025757440 0.016528538 0.008305204 0.013816156 0.0034042207
## 21 0.012734718 0.000350217 0.015659953 0.017530809 0.0185854598
## PC68.46 programN.47 PC1.47
## 1 0.024801541 Early.Childhood.Education 0.0163175487
## 2 0.009262591 English.Education 0.0092787177
## 3 0.012191777 Urban.Education 0.0281556432
## 4 0.017762308 Motor.Learning.and.Control 0.0103610148
## 5 0.019430204 Diabetes.Education 0.0013461403
## 6 0.015697639 Communication.Media.and.Learning.Technologies 0.0075316150
## 7 0.019642057 Deaf.and.Hard.of.Hearing 0.0004832062
## 8 0.029902972 Leadership 0.0290675630
## 9 0.029088737 Literacy 0.0152527089
## 10 0.025382880 Developmental.Psychology 0.0134623097
## 11 0.005502424 Behavior.Analysis 0.0117921579
## 12 0.037777282 Private.School.Leadership 0.0295910671
## 13 0.001326717 Nutrition 0.0130965562
## 14 0.023864415 Early.Childhood.Special.Education 0.0044082527
## 15 0.001776270 Gifted.Education 0.0092887624
## 16 0.020363884 Politics 0.0310892184
## 17 0.011688841 Communication.Sciences.and.Disorders 0.0122222491
## 18 0.005988132 Cooperation.and.Conflict.Resolution 0.0305095423
## 19 0.002717005 Dance.Education 0.0030618612
## 20 0.002367678 Physiology 0.0145740709
## 21 0.015989119 Bilingual.Bicultural.Education 0.0276069141
## PC2.47 PC3.47 PC4.47 PC5.47 PC6.47
## 1 0.002736457 0.0021324511 0.026053939 0.013054109 0.0121212730
## 2 0.003928365 0.0054881232 0.053140566 0.009994085 0.0057419804
## 3 0.004910671 0.0076600332 0.011970240 0.029310308 0.0076374091
## 4 0.007760468 0.0277887185 0.012990798 0.017326761 0.0177154862
## 5 0.029004561 0.0050051172 0.002000111 0.003031366 0.0193392395
## 6 0.001195994 0.0359331333 0.004544931 0.013646469 0.0006050177
## 7 0.030295644 0.0003625311 0.033272279 0.008320232 0.0176110527
## 8 0.008565375 0.0086364809 0.030922191 0.003686220 0.0018731048
## 9 0.007728221 0.0030912051 0.034076638 0.019110208 0.0021212641
## 10 0.022812501 0.0003474403 0.000157270 0.010744894 0.0006575599
## 11 0.029442142 0.0172199379 0.009145169 0.003089912 0.0114224457
## 12 0.009104437 0.0041877010 0.003549790 0.030995370 0.0267911433
## 13 0.017259920 0.0168468987 0.002510452 0.003856389 0.0235834428
## 14 0.025552068 0.0223882055 0.031399622 0.016186983 0.0075348165
## 15 0.004412504 0.0187600132 0.017369485 0.023692494 0.0027821733
## 16 0.016924948 0.0029590339 0.023970624 0.007268134 0.0004427211
## 17 0.021605319 0.0114353776 0.021696895 0.011556281 0.0310619020
## 18 0.008861744 0.0055603952 0.005966753 0.003008791 0.0044337281
## 19 0.002731713 0.0235640740 0.013916617 0.029933153 0.0161084934
## 20 0.036751371 0.0037967058 0.019235619 0.005857138 0.0047655130
## 21 0.013406975 0.0068110215 0.028329843 0.005426524 0.0187132195
## PC7.47 PC8.47 PC9.47 PC10.47 PC11.47
## 1 0.0207949782 0.0330284428 0.021549936 0.019640020 0.0071002159
## 2 0.0085288709 0.0073043121 0.005619475 0.027426394 0.0056159168
## 3 0.0094355140 0.0368882006 0.020057965 0.006844420 0.0180700950
## 4 0.0009343611 0.0287982992 0.003362259 0.004805679 0.0254000367
## 5 0.0204852817 0.0343656446 0.025550739 0.008382366 0.0020275950
## 6 0.0209115105 0.0393046696 0.008235191 0.029565721 0.0242623261
## 7 0.0294805533 0.0111934079 0.017047241 0.014815810 0.0154384187
## 8 0.0036920279 0.0135943024 0.014778634 0.011599983 0.0163225177
## 9 0.0375735497 0.0338118411 0.001075257 0.002139105 0.0107924112
## 10 0.0014403425 0.0250115497 0.031895777 0.035366292 0.0191350389
## 11 0.0020994943 0.0218668887 0.019010098 0.007569447 0.0068611686
## 12 0.0103694505 0.0083654759 0.004407586 0.001812960 0.0009176543
## 13 0.0010329779 0.0009109188 0.045414953 0.002881366 0.0395301337
## 14 0.0212184000 0.0177969933 0.030278451 0.015328400 0.0106677707
## 15 0.0456860180 0.0320883183 0.016162825 0.004063416 0.0056499626
## 16 0.0068301255 0.0207581111 0.009224028 0.022459779 0.0076984392
## 17 0.0451035789 0.0201804760 0.003670227 0.010080033 0.0273229533
## 18 0.0145779120 0.0086628587 0.029455859 0.019842011 0.0102516983
## 19 0.0474102038 0.0171934839 0.002415794 0.023461513 0.0154751033
## 20 0.0085070441 0.0121030646 0.013003430 0.009989580 0.0350039915
## 21 0.0284029244 0.0043779484 0.021853686 0.022701633 0.0266235598
## PC12.47 PC13.47 PC14.47 PC15.47 PC16.47
## 1 0.001455092 0.025110760 0.0031950390 0.026141851 0.032150140
## 2 0.007881216 0.003462888 0.0007916287 0.024252315 0.024049301
## 3 0.005481427 0.001018824 0.0224124471 0.005022715 0.005434683
## 4 0.048894719 0.001943297 0.0079584375 0.016469461 0.003954822
## 5 0.001307258 0.022483356 0.0001161929 0.024908277 0.011650159
## 6 0.029330227 0.003543897 0.0299153100 0.020680875 0.016643685
## 7 0.017948213 0.028144542 0.0051460533 0.025029745 0.025337306
## 8 0.056382300 0.014356424 0.0208077493 0.004391348 0.016402759
## 9 0.003374029 0.032113506 0.0104948236 0.019235691 0.024823046
## 10 0.017596192 0.024189758 0.0002288102 0.008821347 0.027479349
## 11 0.003184735 0.023743385 0.0428121100 0.007447514 0.008750594
## 12 0.009298711 0.006793081 0.0341636252 0.009581321 0.005696281
## 13 0.019583909 0.025353147 0.0080098225 0.013481952 0.005945587
## 14 0.010888186 0.004760993 0.0203859263 0.010280524 0.007284086
## 15 0.033897016 0.020805459 0.0158050107 0.009377644 0.004570248
## 16 0.004691874 0.004123304 0.0141025964 0.010046617 0.020743826
## 17 0.003080459 0.006312908 0.0127541932 0.008631775 0.014593970
## 18 0.024695811 0.018101945 0.0094167531 0.017100243 0.002798045
## 19 0.013925381 0.022716362 0.0035267745 0.001295207 0.001816857
## 20 0.016826299 0.011096067 0.0001699382 0.005898274 0.018227567
## 21 0.005235833 0.010073129 0.0011944513 0.009495290 0.015421788
## PC17.47 PC18.47 PC19.47 PC20.47 PC21.47
## 1 0.0249982477 0.0099390354 0.001015508 0.028130418 0.017168316
## 2 0.0088987259 0.0373760421 0.029610708 0.022473493 0.011950370
## 3 0.0191702590 0.0109936899 0.017204004 0.006300514 0.010102012
## 4 0.0086730310 0.0014022432 0.016143041 0.004918364 0.013579719
## 5 0.0049883479 0.0457028055 0.012520540 0.005576673 0.001495298
## 6 0.0140970148 0.0008651406 0.003568520 0.012691021 0.002908574
## 7 0.0144666111 0.0215054840 0.012970412 0.009701404 0.002873330
## 8 0.0003313023 0.0124282979 0.016248758 0.004222065 0.003420244
## 9 0.0127277050 0.0137633239 0.012915821 0.003471058 0.007798001
## 10 0.0460781910 0.0166098046 0.002776522 0.004382109 0.034637553
## 11 0.0240979897 0.0096858683 0.048701596 0.013158863 0.016135867
## 12 0.0052771841 0.0307545765 0.005755969 0.013616821 0.002420389
## 13 0.0198765891 0.0047318980 0.004573153 0.006173864 0.005629982
## 14 0.0000681285 0.0013513795 0.003124974 0.057706894 0.004542651
## 15 0.0252271450 0.0140183587 0.013188328 0.001946306 0.010921504
## 16 0.0165994936 0.0008684669 0.012028860 0.009796412 0.013707060
## 17 0.0006396479 0.0006730579 0.021085333 0.001082123 0.008128416
## 18 0.0004136718 0.0032913441 0.036081187 0.022488120 0.018919723
## 19 0.0375070479 0.0167054934 0.019291414 0.024974276 0.004099126
## 20 0.0090266772 0.0149678383 0.012278341 0.021873948 0.001401894
## 21 0.0042930855 0.0015598852 0.001341294 0.015515080 0.019720936
## PC22.47 PC23.47 PC24.47 PC25.47 PC26.47
## 1 0.0160529655 2.659513e-02 0.0384892121 0.0118781100 0.0102737660
## 2 0.0140340932 7.340199e-03 0.0269439299 0.0029602518 0.0172001321
## 3 0.0014797827 2.190950e-02 0.0221844936 0.0126750065 0.0161639084
## 4 0.0380763440 2.263967e-02 0.0076574352 0.0406986876 0.0124316709
## 5 0.0148627765 2.520695e-02 0.0034863291 0.0067578970 0.0151142179
## 6 0.0036096859 3.318920e-02 0.0045110901 0.0005069328 0.0003158871
## 7 0.0258902246 3.105452e-05 0.0284392617 0.0051393806 0.0089707938
## 8 0.0006403948 2.594571e-02 0.0174972465 0.0102407774 0.0062259708
## 9 0.0195599840 3.647064e-02 0.0257586828 0.0184477356 0.0011233195
## 10 0.0218430388 3.062546e-03 0.0003178231 0.0118226880 0.0113333903
## 11 0.0114544619 5.234694e-03 0.0102293172 0.0128940564 0.0244401154
## 12 0.0336023085 1.343530e-03 0.0375909646 0.0009519840 0.0173745845
## 13 0.0279877482 8.317954e-03 0.0115328840 0.0056323336 0.0261333384
## 14 0.0004601013 1.072308e-02 0.0040069641 0.0076742108 0.0146240625
## 15 0.0046198194 7.484015e-03 0.0051305775 0.0377828691 0.0236583913
## 16 0.0370342785 3.322919e-02 0.0092151373 0.0293152820 0.0022055966
## 17 0.0117285829 1.586092e-02 0.0105237618 0.0334632115 0.0082566721
## 18 0.0118203821 4.909622e-03 0.0191033895 0.0214518746 0.0141023357
## 19 0.0258577548 1.809562e-02 0.0068183260 0.0034363369 0.0168799970
## 20 0.0086863685 6.160452e-03 0.0091902405 0.0132747965 0.0235061914
## 21 0.0186489576 3.324447e-02 0.0041696083 0.0044132283 0.0333075391
## PC27.47 PC28.47 PC29.47 PC30.47 PC31.47
## 1 0.013511713 0.0114065064 0.022090320 0.031967155 0.004969600
## 2 0.027199242 0.0127030288 0.016462168 0.029320502 0.010651582
## 3 0.013996912 0.0436808791 0.023252297 0.019666219 0.010154236
## 4 0.011483059 0.0364823634 0.010744052 0.005963509 0.002653920
## 5 0.007009808 0.0406683788 0.011029199 0.033659846 0.012925584
## 6 0.016106481 0.0310532446 0.021717151 0.002443015 0.037442747
## 7 0.005579866 0.0120209438 0.019050512 0.027274032 0.016114617
## 8 0.023757233 0.0112149713 0.014871025 0.001774396 0.001484905
## 9 0.014363338 0.0068910628 0.014289001 0.008523742 0.020838625
## 10 0.012162201 0.0108023605 0.023517013 0.002080816 0.003181255
## 11 0.010963900 0.0025146364 0.010753068 0.008874186 0.006938124
## 12 0.022091746 0.0009106448 0.006329049 0.026291000 0.003132633
## 13 0.024874627 0.0065751489 0.057890936 0.005577981 0.029615790
## 14 0.004040711 0.0113032062 0.011117160 0.002702473 0.031780227
## 15 0.023583957 0.0128267284 0.006840855 0.003596600 0.008247822
## 16 0.016776723 0.0037381892 0.018598888 0.001219636 0.027985270
## 17 0.014012758 0.0236642831 0.021435048 0.021454496 0.014363198
## 18 0.042569943 0.0387244870 0.019867295 0.025893148 0.016602222
## 19 0.007594187 0.0065093773 0.003071156 0.010824531 0.005945130
## 20 0.030570803 0.0230332210 0.031196537 0.015108464 0.037636745
## 21 0.009299084 0.0177794941 0.012593345 0.014068196 0.017370669
## PC32.47 PC33.47 PC34.47 PC35.47 PC36.47
## 1 0.0185987087 0.0037854684 0.0076944941 0.012775790 0.0059912201
## 2 0.0200756744 0.0031951368 0.0270470011 0.007447188 0.0006196092
## 3 0.0222802022 0.0022393692 0.0123471766 0.006373069 0.0109471119
## 4 0.0416127144 0.0155586613 0.0038387414 0.013510519 0.0071777203
## 5 0.0033227582 0.0130393617 0.0240064361 0.037349451 0.0023045681
## 6 0.0005015064 0.0002309027 0.0030895186 0.037392264 0.0153658244
## 7 0.0024506250 0.0078392791 0.0036125245 0.009234157 0.0097978922
## 8 0.0210586624 0.0038936575 0.0129199735 0.008607848 0.0118435196
## 9 0.0157810997 0.0139882628 0.0016611417 0.008963521 0.0063303252
## 10 0.0078498621 0.0196472971 0.0173828316 0.014696340 0.0296247802
## 11 0.0192701540 0.0143512800 0.0030622628 0.013422757 0.0254631000
## 12 0.0247618602 0.0039000671 0.0270412766 0.012369938 0.0165961763
## 13 0.0002693448 0.0026487843 0.0132779417 0.022576989 0.0112828676
## 14 0.0183877764 0.0226502384 0.0037229312 0.009492371 0.0157418244
## 15 0.0032412624 0.0084695108 0.0127960320 0.022746635 0.0339598834
## 16 0.0420744340 0.0028707683 0.0104003786 0.013347305 0.0173872873
## 17 0.0095776196 0.0141383440 0.0006488152 0.003352840 0.0106133888
## 18 0.0197211485 0.0102347161 0.0255129422 0.015698911 0.0060653835
## 19 0.0146436133 0.0189418102 0.0081385843 0.028795076 0.0045657375
## 20 0.0208240629 0.0172165126 0.0208803279 0.017956477 0.0231480447
## 21 0.0035978570 0.0144664079 0.0040790932 0.011186146 0.0105766200
## PC37.47 PC38.47 PC39.47 PC40.47 PC41.47
## 1 0.0066625584 0.011242512 0.0240057629 0.0267822260 0.0219911094
## 2 0.0145370901 0.007350681 0.0399378925 0.0019282402 0.0049183389
## 3 0.0370175504 0.030976287 0.0057903217 0.0080364881 0.0249514920
## 4 0.0079565512 0.006085835 0.0151419351 0.0244244278 0.0188429247
## 5 0.0213914434 0.002080026 0.0398844841 0.0051088455 0.0195289500
## 6 0.0010882873 0.002571623 0.0017424902 0.0008616916 0.0254261950
## 7 0.0009912673 0.005899784 0.0095354676 0.0247832667 0.0075063876
## 8 0.0125680970 0.011674683 0.0000855609 0.0085637279 0.0101475497
## 9 0.0146810979 0.020140639 0.0107595988 0.0167439532 0.0219321683
## 10 0.0206626050 0.014887879 0.0201818028 0.0195787940 0.0080433369
## 11 0.0207524340 0.041365502 0.0298933449 0.0009579026 0.0152452630
## 12 0.0091173282 0.007285253 0.0103233842 0.0213056336 0.0017238288
## 13 0.0001471242 0.005862358 0.0174657127 0.0227976437 0.0293710617
## 14 0.0233624779 0.011820366 0.0023819566 0.0041685253 0.0206391967
## 15 0.0191036106 0.021678306 0.0317763927 0.0222364850 0.0277909454
## 16 0.0015719128 0.014884835 0.0282106408 0.0254883104 0.0080595398
## 17 0.0011770102 0.021121889 0.0116742314 0.0462970274 0.0060543317
## 18 0.0158166516 0.009181122 0.0095197219 0.0056066994 0.0002322842
## 19 0.0074141025 0.002471392 0.0152522862 0.0167832010 0.0030798125
## 20 0.0342251827 0.001936499 0.0225391866 0.0137636615 0.0182344464
## 21 0.0191619692 0.006130624 0.0111340485 0.0101693473 0.0313491817
## PC42.47 PC43.47 PC44.47 PC45.47 PC46.47
## 1 0.0269201528 0.019150156 0.0031657556 0.025752231 7.428793e-03
## 2 0.0017126056 0.002421392 0.0281666589 0.010476676 1.516075e-02
## 3 0.0126875766 0.012327293 0.0153328844 0.003084319 3.872223e-03
## 4 0.0151085810 0.018589551 0.0271785172 0.004424083 2.149725e-02
## 5 0.0372960202 0.002483246 0.0222760224 0.016185542 1.550490e-03
## 6 0.0170409778 0.014841274 0.0101314409 0.008893756 2.071444e-02
## 7 0.0064055674 0.014848294 0.0038236898 0.025571019 1.543895e-02
## 8 0.0035226055 0.003463866 0.0056798300 0.022351550 3.534146e-02
## 9 0.0092349479 0.016538650 0.0209427478 0.028804647 2.497439e-02
## 10 0.0001581613 0.000414364 0.0093585961 0.048810168 1.569529e-02
## 11 0.0356688909 0.005650095 0.0381013780 0.019278250 3.656155e-02
## 12 0.0403064144 0.036568891 0.0098255164 0.005306105 1.915336e-02
## 13 0.0080766268 0.008436541 0.0013950552 0.001118995 7.033337e-05
## 14 0.0170856485 0.021299853 0.0084559490 0.029359882 4.285109e-03
## 15 0.0206563328 0.020324925 0.0002421774 0.010535776 2.598531e-02
## 16 0.0203633106 0.006375211 0.0012015240 0.012216181 1.522957e-02
## 17 0.0210037045 0.024645444 0.0391257924 0.017920101 1.491830e-02
## 18 0.0044774087 0.025925866 0.0107523781 0.004458127 3.036392e-02
## 19 0.0309669190 0.015924592 0.0163349267 0.041307348 1.012693e-02
## 20 0.0239487675 0.008844516 0.0173245255 0.004533967 7.415926e-03
## 21 0.0194639827 0.041690854 0.0249021196 0.014780146 1.575423e-02
## PC47.47 PC48.47 PC49.47 PC50.47 PC51.47
## 1 0.004845564 0.05346540 0.007169404 0.0029971363 0.0133442124
## 2 0.002406753 0.04769146 0.014883303 0.0080353999 0.0006677501
## 3 0.008837437 0.04413069 0.015009847 0.0014120372 0.0227222457
## 4 0.021049340 0.03905633 0.007531165 0.0236754328 0.0154326407
## 5 0.004901329 0.03434665 0.011585849 0.0113383049 0.0108721330
## 6 0.005529082 0.03238020 0.016529460 0.0277537598 0.0032255325
## 7 0.011517002 0.03237121 0.030152235 0.0065554849 0.0161787174
## 8 0.016025201 0.02949040 0.026998154 0.0077464977 0.0172849563
## 9 0.009558361 0.02553716 0.018831624 0.0230699522 0.0163549630
## 10 0.016693805 0.02338906 0.030826123 0.0102615547 0.0239340125
## 11 0.022523798 0.02335923 0.003357948 0.0181328516 0.0027691381
## 12 0.014436869 0.02275667 0.015081237 0.0012942469 0.0143063583
## 13 0.005450552 0.02270086 0.006134355 0.0248583148 0.0174147560
## 14 0.023506654 0.02250952 0.016686431 0.0247123911 0.0174451145
## 15 0.011029594 0.02159048 0.021740957 0.0212509860 0.0115477345
## 16 0.004067766 0.02141525 0.008644322 0.0009013305 0.0213108368
## 17 0.003944670 0.02005098 0.007372473 0.0208309307 0.0384915651
## 18 0.013585938 0.01962375 0.009611119 0.0163555965 0.0039280288
## 19 0.016430223 0.01927233 0.014679402 0.0014358939 0.0284263899
## 20 0.004281852 0.01911645 0.005849950 0.0165306837 0.0379471377
## 21 0.027899756 0.01865224 0.005286181 0.0258272228 0.0348999035
## PC52.47 PC53.47 PC54.47 PC55.47 PC56.47
## 1 0.004402327 0.0095169916 0.006698808 0.0067861623 0.0061490947
## 2 0.022416943 0.0046828594 0.009804507 0.0003477724 0.0338410841
## 3 0.005435733 0.0003310062 0.031983590 0.0276264632 0.0173797478
## 4 0.024887811 0.0073984141 0.011196317 0.0067305232 0.0091918884
## 5 0.003786968 0.0114923788 0.025546375 0.0322956348 0.0087096612
## 6 0.009809450 0.0069686322 0.001097101 0.0170561667 0.0204379417
## 7 0.019927127 0.0249062437 0.050567478 0.0137039903 0.0069350531
## 8 0.038932383 0.0075705749 0.015338869 0.0294006112 0.0343730458
## 9 0.003342822 0.0049581117 0.032908897 0.0127457601 0.0212585522
## 10 0.005630739 0.0023678486 0.004096614 0.0234174752 0.0197683709
## 11 0.012012841 0.0220259129 0.011120458 0.0003648512 0.0077348914
## 12 0.004316882 0.0178186376 0.001879722 0.0209410722 0.0125424399
## 13 0.003283311 0.0161508867 0.025085136 0.0044339644 0.0187162825
## 14 0.037332067 0.0019002684 0.026146358 0.0097246318 0.0421240490
## 15 0.018993334 0.0068510418 0.009035373 0.0107914432 0.0206791847
## 16 0.026298120 0.0350156343 0.016470599 0.0238570168 0.0080749649
## 17 0.004252518 0.0264895088 0.015471750 0.0099702683 0.0171239753
## 18 0.005412476 0.0121770192 0.018651893 0.0167067128 0.0302823006
## 19 0.029473732 0.0247756465 0.050459155 0.0296859948 0.0003145702
## 20 0.008881274 0.0035079314 0.016682468 0.0104525930 0.0340629232
## 21 0.015408438 0.0240816375 0.004965955 0.0207779032 0.0174283978
## PC57.47 PC58.47 PC59.47 PC60.47 PC61.47
## 1 0.0278880309 0.013130047 0.0119149345 0.0284977274 0.0066982154
## 2 0.0067994928 0.004579482 0.0035929535 0.0021104248 0.0116719379
## 3 0.0005879765 0.014471066 0.0037577225 0.0193812336 0.0068189135
## 4 0.0135779051 0.015248617 0.0036510912 0.0218361221 0.0117795543
## 5 0.0147262760 0.008982357 0.0114969983 0.0088015811 0.0178971176
## 6 0.0222050920 0.005756821 0.0173497481 0.0146415426 0.0303494108
## 7 0.0241513644 0.002395745 0.0163338902 0.0181725314 0.0031759442
## 8 0.0139984266 0.033132541 0.0329276914 0.0231136116 0.0091057001
## 9 0.0048808402 0.032028368 0.0203038577 0.0109428327 0.0084561941
## 10 0.0205936246 0.010803951 0.0058408764 0.0200524530 0.0170761427
## 11 0.0191647654 0.008370326 0.0061295494 0.0069202733 0.0096855300
## 12 0.0097112722 0.016719906 0.0091127237 0.0060728563 0.0128142476
## 13 0.0087558228 0.016306645 0.0161335561 0.0411753410 0.0001218313
## 14 0.0005518043 0.004332400 0.0184290887 0.0332279822 0.0135424983
## 15 0.0010814374 0.004438560 0.0053523100 0.0112577741 0.0103215209
## 16 0.0183184898 0.011671602 0.0049112652 0.0136558565 0.0288153660
## 17 0.0204208195 0.036567879 0.0002426167 0.0027713080 0.0143880794
## 18 0.0006870612 0.001266539 0.0265810576 0.0006534196 0.0046067164
## 19 0.0063706863 0.008470777 0.0092398274 0.0163669890 0.0067881657
## 20 0.0041799317 0.032203560 0.0114455837 0.0176314357 0.0009550841
## 21 0.0092653191 0.015080636 0.0045754059 0.0055820639 0.0033816502
## PC62.47 PC63.47 PC64.47 PC65.47 PC66.47
## 1 0.0049344800 0.0017799189 0.0078872235 0.0028525831 0.0032705573
## 2 0.0065130007 0.0164574792 0.0226606265 0.0166856766 0.0235283204
## 3 0.0099734183 0.0037094319 0.0039693320 0.0081797975 0.0457675855
## 4 0.0142687579 0.0028545709 0.0211573070 0.0110303834 0.0036328731
## 5 0.0152850436 0.0033183099 0.0093220298 0.0082364290 0.0105218341
## 6 0.0002165496 0.0019205516 0.0357412557 0.0022991452 0.0004914900
## 7 0.0053904598 0.0203347332 0.0222059945 0.0357475447 0.0203458962
## 8 0.0110483910 0.0073302366 0.0156091167 0.0121604366 0.0221784411
## 9 0.0109221520 0.0236205478 0.0370467756 0.0031787833 0.0098987956
## 10 0.0140479593 0.0040058054 0.0067793347 0.0176643694 0.0255842740
## 11 0.0052703741 0.0104825716 0.0055515971 0.0145711455 0.0189294059
## 12 0.0651074273 0.0011954156 0.0034060351 0.0080640424 0.0071524370
## 13 0.0126564643 0.0188375284 0.0258825479 0.0066527717 0.0066018392
## 14 0.0150148673 0.0268405480 0.0072716741 0.0086215033 0.0014658024
## 15 0.0237657946 0.0398226846 0.0022061130 0.0103774797 0.0074317565
## 16 0.0373239206 0.0041764768 0.0079865294 0.0129645629 0.0239976262
## 17 0.0124579160 0.0055364581 0.0176567713 0.0103799924 0.0001655415
## 18 0.0382235860 0.0347435548 0.0077435102 0.0100176825 0.0162994606
## 19 0.0183052132 0.0028794476 0.0008058106 0.0005078441 0.0055624860
## 20 0.0039387227 0.0009389781 0.0020680938 0.0265232123 0.0325221308
## 21 0.0257091467 0.0191843733 0.0097488212 0.0249414399 0.0329722513
## PC67.47 PC68.47 programN.48
## 1 5.397105e-03 0.028104973 Instructional.Technology.and.Media
## 2 3.120868e-02 0.018018987 Teaching.English
## 3 9.370916e-03 0.021899326 Arts.Administration
## 4 9.627359e-03 0.002717005 Change.Leadership
## 5 1.206346e-02 0.005106270 School.Principals
## 6 3.812854e-02 0.001384313 Education.Policy
## 7 8.762385e-03 0.012692412 cluster
## 8 2.077937e-02 0.009362107 Developmental.Psychology
## 9 1.940249e-02 0.009317544 Curriculum.and.Teaching
## 10 9.485408e-03 0.006262292 Deaf.and.Hard.of.Hearing
## 11 6.171772e-03 0.020363884 Music
## 12 9.976382e-03 0.022565447 Leadership
## 13 1.360762e-02 0.011504675 Kinesiology
## 14 7.717288e-04 0.005502424 Creative.Technologies
## 15 1.602098e-02 0.019939570 Gifted.Education
## 16 4.366769e-03 0.030231825 Measurement..Evaluation.and.Statistics
## 17 1.124378e-03 0.021432177 Social.Organizational.Psychology
## 18 1.346634e-02 0.026122526 Social.Studies
## 19 7.965321e-05 0.011351162 Psychology
## 20 8.916730e-03 0.011957627 Mathematics
## 21 9.886671e-03 0.015697639 Literacy
## PC1.48 PC2.48 PC3.48 PC4.48 PC5.48
## 1 0.0012299612 0.0014350741 0.0411508592 0.0139205598 0.005302009
## 2 0.0144826950 0.0105335811 0.0010454784 0.0465099061 0.001559886
## 3 0.0307983700 0.0070061093 0.0247494405 0.0064167536 0.028090936
## 4 0.0398648928 0.0015078079 0.0131650993 0.0212088348 0.009947538
## 5 0.0319213651 0.0053827453 0.0059569597 0.0014717177 0.007939695
## 6 0.0323267164 0.0087938697 0.0080993748 0.0114610317 0.001533022
## 7 0.0167180336 0.0258426901 0.0405600152 0.0372068508 0.021673463
## 8 0.0134623097 0.0228125015 0.0003474403 0.0001572700 0.010744894
## 9 0.0063964291 0.0202759035 0.0124009592 0.0210893447 0.002122926
## 10 0.0004832062 0.0302956435 0.0003625311 0.0332722791 0.008320232
## 11 0.0013313270 0.0094946304 0.0221763981 0.0040015203 0.033295249
## 12 0.0290675630 0.0085653754 0.0086364809 0.0309221908 0.003686220
## 13 0.0091969249 0.0378905028 0.0098025730 0.0022344096 0.006726859
## 14 0.0063038828 0.0090436933 0.0385378293 0.0179023826 0.004379405
## 15 0.0092887624 0.0044125040 0.0187600132 0.0173694849 0.023692494
## 16 0.0064349114 0.0016544465 0.0432617565 0.0090647142 0.005170621
## 17 0.0318410169 0.0084415043 0.0116379852 0.0017916352 0.009742845
## 18 0.0179973774 0.0006640169 0.0110332751 0.0056230373 0.017457209
## 19 0.0204369257 0.0300011907 0.0276083755 0.0004348856 0.015451342
## 20 0.0047741638 0.0018231510 0.0463887703 0.0087165361 0.018786976
## 21 0.0152527089 0.0077282212 0.0030912051 0.0340766380 0.019110208
## PC6.48 PC7.48 PC8.48 PC9.48 PC10.48
## 1 0.0184542485 0.015688278 1.706128e-02 0.0008755746 0.0064278971
## 2 0.0093156213 0.008608775 1.710630e-02 0.0087092669 0.0001295534
## 3 0.0099180873 0.005405654 8.087988e-03 0.0155755259 0.0017274695
## 4 0.0187839045 0.004456839 4.742287e-05 0.0037357089 0.0179235215
## 5 0.0095744632 0.023118124 5.921207e-03 0.0372173602 0.0069371263
## 6 0.0012701672 0.036992321 9.551069e-04 0.0243433027 0.0132230845
## 7 0.0150258913 0.006894876 1.110090e-02 0.0105072399 0.0142931113
## 8 0.0006575599 0.001440343 2.501155e-02 0.0318957775 0.0353662917
## 9 0.0169547295 0.003075818 1.123537e-02 0.0441473749 0.0024636900
## 10 0.0176110527 0.029480553 1.119341e-02 0.0170472406 0.0148158096
## 11 0.0005785762 0.039813611 7.949841e-03 0.0232273438 0.0144477798
## 12 0.0018731048 0.003692028 1.359430e-02 0.0147786343 0.0115999829
## 13 0.0100511161 0.005571745 1.151912e-02 0.0037941049 0.0146540900
## 14 0.0164805896 0.015249997 2.948344e-02 0.0105116641 0.0101118600
## 15 0.0027821733 0.045686018 3.208832e-02 0.0161628249 0.0040634158
## 16 0.0293884964 0.020607083 1.407094e-03 0.0179862196 0.0238703915
## 17 0.0136477547 0.003289798 2.431863e-02 0.0219437547 0.0132336368
## 18 0.0315435640 0.042443185 4.464860e-02 0.0125762023 0.0041900676
## 19 0.0010334181 0.009506050 1.142318e-02 0.0230750198 0.0059241391
## 20 0.0074538327 0.011699476 2.278749e-02 0.0052426210 0.0266623343
## 21 0.0021212641 0.037573550 3.381184e-02 0.0010752566 0.0021391054
## PC11.48 PC12.48 PC13.48 PC14.48 PC15.48
## 1 0.039745771 0.0315279781 0.0266299592 2.496703e-03 0.010179991
## 2 0.006678637 0.0288289354 0.0103141677 1.083284e-02 0.015268883
## 3 0.008733401 0.0087509141 0.0006597047 3.852231e-03 0.011251580
## 4 0.013937434 0.0026076091 0.0073583512 1.462565e-02 0.012002641
## 5 0.003425214 0.0119833550 0.0005246415 8.410295e-03 0.022816764
## 6 0.004030113 0.0025939660 0.0087899478 8.786270e-04 0.022567814
## 7 0.013523707 0.0012080527 0.0094348367 1.393967e-02 0.008071885
## 8 0.019135039 0.0175961919 0.0241897580 2.288102e-04 0.008821347
## 9 0.027151937 0.0057308252 0.0151856779 9.766448e-03 0.048463121
## 10 0.015438419 0.0179482131 0.0281445419 5.146053e-03 0.025029745
## 11 0.024454916 0.0219811602 0.0185234630 1.191867e-02 0.025923882
## 12 0.016322518 0.0563823004 0.0143564240 2.080775e-02 0.004391348
## 13 0.010981255 0.0239193785 0.0134701839 3.432059e-02 0.024786300
## 14 0.015184988 0.0040833160 0.0175345238 8.110235e-05 0.011179291
## 15 0.005649963 0.0338970155 0.0208054594 1.580501e-02 0.009377644
## 16 0.013005861 0.0257919544 0.0303641121 1.805421e-02 0.008045789
## 17 0.033316284 0.0272401083 0.0183521730 1.520881e-02 0.015892774
## 18 0.008267224 0.0046444189 0.0110741844 2.949527e-02 0.015840507
## 19 0.010645059 0.0199214405 0.0272607544 1.367927e-02 0.003690628
## 20 0.007351706 0.0002360754 0.0128182972 3.974568e-02 0.024119780
## 21 0.010792411 0.0033740289 0.0321135057 1.049482e-02 0.019235691
## PC16.48 PC17.48 PC18.48 PC19.48 PC20.48
## 1 0.025128055 0.0011513687 0.0181802721 0.0036014507 0.005014762
## 2 0.012637434 0.0253689631 0.0381389304 0.0203653401 0.012719123
## 3 0.012968430 0.0039321607 0.0203053583 0.0106548427 0.032358351
## 4 0.011577729 0.0106277830 0.0074264591 0.0084128302 0.005304519
## 5 0.007366102 0.0011797135 0.0266198522 0.0079342186 0.012425224
## 6 0.012958470 0.0102873586 0.0140662409 0.0308284293 0.031274059
## 7 0.005043319 0.0056797554 0.0021160156 0.0026021848 0.002172608
## 8 0.027479349 0.0460781910 0.0166098046 0.0027765216 0.004382109
## 9 0.027299040 0.0187114066 0.0059827228 0.0296917069 0.016885039
## 10 0.025337306 0.0144666111 0.0215054840 0.0129704117 0.009701404
## 11 0.008021661 0.0151384369 0.0101918827 0.0165709135 0.021952516
## 12 0.016402759 0.0003313023 0.0124282979 0.0162487585 0.004222065
## 13 0.028416728 0.0062068874 0.0040876066 0.0139315273 0.002792422
## 14 0.025003269 0.0157504987 0.0078265585 0.0276004636 0.025465545
## 15 0.004570248 0.0252271450 0.0140183587 0.0131883277 0.001946306
## 16 0.011166111 0.0075813830 0.0310925126 0.0096051825 0.016777008
## 17 0.018681853 0.0015579368 0.0133839943 0.0121853733 0.002579359
## 18 0.002239219 0.0225297196 0.0022759901 0.0171239647 0.005482647
## 19 0.002127134 0.0181882465 0.0027595875 0.0003172883 0.016210052
## 20 0.020222250 0.0046754910 0.0001654039 0.0017070405 0.037763175
## 21 0.024823046 0.0127277050 0.0137633239 0.0129158211 0.003471058
## PC21.48 PC22.48 PC23.48 PC24.48 PC25.48
## 1 0.0409427963 0.0140207537 2.423495e-02 0.0142068212 0.008604424
## 2 0.0089258554 0.0224100466 2.208645e-02 0.0111435918 0.017030585
## 3 0.0205976022 0.0013819940 1.611340e-02 0.0239016203 0.023221766
## 4 0.0086090480 0.0017019265 5.442440e-03 0.0288479627 0.016647952
## 5 0.0270974530 0.0156037082 4.628736e-03 0.0008539759 0.012126911
## 6 0.0052381018 0.0173406772 9.886956e-03 0.0082556316 0.008941561
## 7 0.0018081232 0.0186122641 1.555235e-02 0.0031954636 0.011123707
## 8 0.0346375529 0.0218430388 3.062546e-03 0.0003178231 0.011822688
## 9 0.0028654487 0.0207473082 1.152939e-02 0.0248510128 0.016817714
## 10 0.0028733298 0.0258902246 3.105452e-05 0.0284392617 0.005139381
## 11 0.0395126697 0.0198097724 3.047582e-02 0.0093538918 0.016590496
## 12 0.0034202436 0.0006403948 2.594571e-02 0.0174972465 0.010240777
## 13 0.0238347136 0.0006358971 8.849579e-04 0.0051847978 0.003943145
## 14 0.0238319011 0.0115289516 6.137766e-04 0.0009855782 0.053093439
## 15 0.0109215036 0.0046198194 7.484015e-03 0.0051305775 0.037782869
## 16 0.0028087050 0.0062915205 1.128688e-02 0.0152568543 0.001503895
## 17 0.0008305934 0.0269720332 1.598343e-02 0.0205031336 0.001598078
## 18 0.0058795476 0.0104511177 1.572457e-02 0.0164435018 0.010120416
## 19 0.0248700697 0.0001755179 2.947704e-02 0.0238725407 0.041342278
## 20 0.0047122443 0.0268411053 9.816194e-03 0.0059739319 0.018611671
## 21 0.0077980011 0.0195599840 3.647064e-02 0.0257586828 0.018447736
## PC26.48 PC27.48 PC28.48 PC29.48 PC30.48
## 1 0.007032989 0.0065735662 0.0201420611 0.029238905 0.020180344
## 2 0.013441267 0.0285836550 0.0224131810 0.015183814 0.039467916
## 3 0.028508931 0.0045752692 0.0178182088 0.034270044 0.016129744
## 4 0.004553920 0.0028247601 0.0023690702 0.015393098 0.031319314
## 5 0.003731927 0.0342631253 0.0073784583 0.011564138 0.016306145
## 6 0.002081881 0.0128237286 0.0043735977 0.002958133 0.018099459
## 7 0.001484748 0.0009007151 0.0116507850 0.022390072 0.006561350
## 8 0.011333390 0.0121622006 0.0108023605 0.023517013 0.002080816
## 9 0.006701263 0.0032191445 0.0226700029 0.013510914 0.004357482
## 10 0.008970794 0.0055798663 0.0120209438 0.019050512 0.027274032
## 11 0.005118102 0.0063438015 0.0086232152 0.006823199 0.008979528
## 12 0.006225971 0.0237572335 0.0112149713 0.014871025 0.001774396
## 13 0.053921207 0.0296266638 0.0110468411 0.006890412 0.006011165
## 14 0.010075115 0.0272941525 0.0334229386 0.005321840 0.019245694
## 15 0.023658391 0.0235839571 0.0128267284 0.006840855 0.003596600
## 16 0.006819988 0.0112487859 0.0154582198 0.006204654 0.047204090
## 17 0.027656492 0.0157013245 0.0147401607 0.014448230 0.005287862
## 18 0.008501193 0.0023779315 0.0016878406 0.010480072 0.002272414
## 19 0.006961634 0.0096606611 0.0298099019 0.016298914 0.014403410
## 20 0.025822425 0.0041360179 0.0003579466 0.032402692 0.001930179
## 21 0.001123319 0.0143633379 0.0068910628 0.014289001 0.008523742
## PC31.48 PC32.48 PC33.48 PC34.48 PC35.48
## 1 0.011454586 0.002867673 0.0078546589 0.0017461873 0.003523513
## 2 0.018539128 0.026776651 0.0002151087 0.0362280029 0.007856700
## 3 0.015579713 0.001445467 0.0009011486 0.0091688055 0.024454564
## 4 0.008064735 0.027402388 0.0063193302 0.0450600447 0.012806501
## 5 0.004191767 0.022270286 0.0105086022 0.0443420097 0.004610165
## 6 0.014539385 0.024899750 0.0091030532 0.0030270978 0.014922312
## 7 0.002604714 0.008811741 0.0186021851 0.0070467067 0.001594878
## 8 0.003181255 0.007849862 0.0196472971 0.0173828316 0.014696340
## 9 0.005976028 0.009938745 0.0242688886 0.0079030393 0.001158178
## 10 0.016114617 0.002450625 0.0078392791 0.0036125245 0.009234157
## 11 0.005485493 0.012908750 0.0037075278 0.0332421854 0.001567064
## 12 0.001484905 0.021058662 0.0038936575 0.0129199735 0.008607848
## 13 0.010736963 0.025043157 0.0318090459 0.0024198002 0.012114321
## 14 0.020241797 0.015027971 0.0112140731 0.0027082578 0.023695345
## 15 0.008247822 0.003241262 0.0084695108 0.0127960320 0.022746635
## 16 0.001692669 0.008458964 0.0170221307 0.0009184801 0.037991130
## 17 0.019011726 0.019620497 0.0170805627 0.0258637546 0.014100095
## 18 0.014119625 0.002642257 0.0049178259 0.0256350722 0.006849068
## 19 0.004278443 0.011893575 0.0089021714 0.0076210452 0.006059209
## 20 0.010390315 0.018919577 0.0089904297 0.0087402349 0.010714334
## 21 0.020838625 0.015781100 0.0139882628 0.0016611417 0.008963521
## PC36.48 PC37.48 PC38.48 PC39.48 PC40.48
## 1 0.004219849 0.0200163141 0.003643394 0.0014280935 0.0182015185
## 2 0.012160347 0.0072000055 0.005457971 0.0151044320 0.0018283164
## 3 0.026771490 0.0102853461 0.043045569 0.0119045030 0.0066468961
## 4 0.013685729 0.0265864915 0.017914765 0.0233524092 0.0102599234
## 5 0.033948985 0.0079633574 0.061328798 0.0192273687 0.0010457349
## 6 0.023478287 0.0074091063 0.011824113 0.0571833824 0.0098601246
## 7 0.006372683 0.0089586269 0.012716084 0.0095968710 0.0085283545
## 8 0.029624780 0.0206626050 0.014887879 0.0201818028 0.0195787940
## 9 0.002187526 0.0021328520 0.017632292 0.0342654009 0.0126524986
## 10 0.009797892 0.0009912673 0.005899784 0.0095354676 0.0247832667
## 11 0.028213915 0.0256849278 0.015024316 0.0115403387 0.0188130868
## 12 0.011843520 0.0125680970 0.011674683 0.0000855609 0.0085637279
## 13 0.014210240 0.0043443554 0.019864362 0.0166791630 0.0173417516
## 14 0.013194995 0.0127104930 0.025403862 0.0276109560 0.0149122081
## 15 0.033959883 0.0191036106 0.021678306 0.0317763927 0.0222364850
## 16 0.003877119 0.0379208537 0.010920916 0.0168818969 0.0079551524
## 17 0.014276722 0.0072666921 0.014308223 0.0030882929 0.0005811366
## 18 0.006267412 0.0286619390 0.027859224 0.0138971240 0.0069091906
## 19 0.002277373 0.0114042196 0.021948453 0.0222094329 0.0145312009
## 20 0.002502554 0.0042662312 0.023206111 0.0006482205 0.0116785958
## 21 0.006330325 0.0146810979 0.020140639 0.0107595988 0.0167439532
## PC41.48 PC42.48 PC43.48 PC44.48 PC45.48
## 1 4.867052e-02 0.0153110504 0.001605145 0.0074529577 0.0013126943
## 2 1.080415e-02 0.0010240083 0.009068592 0.0122228240 0.0182166674
## 3 1.045714e-02 0.0032790427 0.012522541 0.0124287559 0.0361316279
## 4 9.712448e-03 0.0287103854 0.006222037 0.0062976900 0.0010099456
## 5 3.749740e-02 0.0103253088 0.001054353 0.0127241139 0.0104923017
## 6 1.419881e-02 0.0111293600 0.020189483 0.0050311870 0.0298316649
## 7 2.276942e-03 0.0141781252 0.010494063 0.0267086807 0.0231827607
## 8 8.043337e-03 0.0001581613 0.000414364 0.0093585961 0.0488101676
## 9 8.513003e-03 0.0129162100 0.010799224 0.0039900158 0.0073309416
## 10 7.506388e-03 0.0064055674 0.014848294 0.0038236898 0.0255710194
## 11 8.162331e-05 0.0034265889 0.009059190 0.0039600349 0.0102827115
## 12 1.014755e-02 0.0035226055 0.003463866 0.0056798300 0.0223515500
## 13 2.946308e-02 0.0197076965 0.005760452 0.0353090663 0.0123663905
## 14 6.551731e-03 0.0280165217 0.009297284 0.0235046652 0.0201379579
## 15 2.779095e-02 0.0206563328 0.020324925 0.0002421774 0.0105357764
## 16 9.891196e-03 0.0200660088 0.013458194 0.0186957270 0.0066302577
## 17 1.472616e-02 0.0044521728 0.022892589 0.0261319584 0.0231497086
## 18 5.362196e-02 0.0090349442 0.015147490 0.0271171771 0.0173251752
## 19 1.659385e-02 0.0053267933 0.009967116 0.0201928208 0.0019298222
## 20 2.736056e-02 0.0068112101 0.000795879 0.0004903914 0.0004736047
## 21 2.193217e-02 0.0092349479 0.016538650 0.0209427478 0.0288046473
## PC46.48 PC47.48 PC48.48 PC49.48 PC50.48
## 1 0.001676173 0.0116138027 5.653503e-03 0.04867177 0.027529602
## 2 0.026113945 0.0105872301 5.668942e-03 0.04452339 0.032979544
## 3 0.008812361 0.0162968841 8.809708e-05 0.04044042 0.045064161
## 4 0.001334873 0.0175861587 1.743466e-02 0.03767179 0.014554541
## 5 0.023839808 0.0096537014 1.579120e-02 0.03591674 0.019868093
## 6 0.016048174 0.0637251614 1.774937e-03 0.03487420 0.025489532
## 7 0.020612084 0.0111647979 1.757874e-02 0.03193075 0.001016970
## 8 0.015695294 0.0166938051 2.338906e-02 0.03082612 0.010261555
## 9 0.002109297 0.0064423215 5.942735e-04 0.03027092 0.015564149
## 10 0.015438946 0.0115170022 3.237121e-02 0.03015223 0.006555485
## 11 0.022720178 0.0149340891 2.508383e-03 0.02760351 0.012374253
## 12 0.035341457 0.0160252010 2.949040e-02 0.02699815 0.007746498
## 13 0.005400196 0.0128130585 4.135378e-03 0.02543417 0.001900968
## 14 0.022286234 0.0089619234 1.081907e-02 0.02306727 0.002541055
## 15 0.025985308 0.0110295939 2.159048e-02 0.02174096 0.021250986
## 16 0.010518328 0.0102753241 8.846563e-03 0.02099769 0.015867168
## 17 0.021352170 0.0004494576 1.271611e-02 0.01993102 0.028859870
## 18 0.001834548 0.0229462697 1.442792e-02 0.01948480 0.033981303
## 19 0.004117853 0.0073657471 1.011601e-02 0.01908639 0.007088152
## 20 0.001786810 0.0212188283 1.696439e-02 0.01903411 0.027868497
## 21 0.024974387 0.0095583605 2.553716e-02 0.01883162 0.023069952
## PC51.48 PC52.48 PC53.48 PC54.48 PC55.48
## 1 0.0225559026 0.026505585 0.0067752280 0.0047643213 0.0120984899
## 2 0.0059094333 0.011698836 0.0014647653 0.0149514301 0.0268340642
## 3 0.0017047447 0.002983082 0.0033514398 0.0153960358 0.0019092258
## 4 0.0127903893 0.006595781 0.0036184290 0.0276847937 0.0073353538
## 5 0.0010542637 0.003602526 0.0067532476 0.0206846249 0.0229972681
## 6 0.0080101241 0.004199199 0.0078010804 0.0011994526 0.0037855934
## 7 0.0004127861 0.016650568 0.0089817831 0.0147658552 0.0081063803
## 8 0.0239340125 0.005630739 0.0023678486 0.0040966143 0.0234174752
## 9 0.0188651661 0.011721599 0.0084164123 0.0300685024 0.0118851146
## 10 0.0161787174 0.019927127 0.0249062437 0.0505674779 0.0137039903
## 11 0.0049943191 0.021026577 0.0218063432 0.0229360323 0.0016926755
## 12 0.0172849563 0.038932383 0.0075705749 0.0153388685 0.0294006112
## 13 0.0062218989 0.017400543 0.0003121021 0.0008153605 0.0002492435
## 14 0.0068262164 0.027658524 0.0026353835 0.0026470887 0.0168570773
## 15 0.0115477345 0.018993334 0.0068510418 0.0090353732 0.0107914432
## 16 0.0078240958 0.022273503 0.0123513819 0.0002232964 0.0169745055
## 17 0.0117085853 0.023421432 0.0215750735 0.0161880548 0.0085273782
## 18 0.0079120422 0.010260133 0.0224989660 0.0009282111 0.0083899575
## 19 0.0027072325 0.003781265 0.0012413394 0.0117976569 0.0125689956
## 20 0.0285095830 0.018949358 0.0239896580 0.0229405306 0.0199564132
## 21 0.0163549630 0.003342822 0.0049581117 0.0329088967 0.0127457601
## PC56.48 PC57.48 PC58.48 PC59.48 PC60.48
## 1 0.0173847375 0.008930565 0.0094859202 0.0179912196 0.0008404033
## 2 0.0015088859 0.027775777 0.0078703641 0.0014461747 0.0207702826
## 3 0.0220527414 0.018949870 0.0057354535 0.0177952340 0.0109030140
## 4 0.0172721071 0.011471101 0.0333398061 0.0206921302 0.0047223287
## 5 0.0081600580 0.015439934 0.0257238149 0.0032378700 0.0172457701
## 6 0.0007189096 0.003520091 0.0178475038 0.0058907620 0.0146342808
## 7 0.0156387889 0.003551195 0.0157120649 0.0621908383 0.0247831934
## 8 0.0197683709 0.020593625 0.0108039513 0.0058408764 0.0200524530
## 9 0.0415885848 0.005425375 0.0192126686 0.0155819095 0.0086626760
## 10 0.0069350531 0.024151364 0.0023957447 0.0163338902 0.0181725314
## 11 0.0483129522 0.010184136 0.0078136921 0.0021907568 0.0009684508
## 12 0.0343730458 0.013998427 0.0331325409 0.0329276914 0.0231136116
## 13 0.0013329334 0.002405965 0.0205310620 0.0126578077 0.0304951417
## 14 0.0009952676 0.002822010 0.0055128938 0.0008688294 0.0223367110
## 15 0.0206791847 0.001081437 0.0044385602 0.0053523100 0.0112577741
## 16 0.0305796396 0.050403013 0.0228740493 0.0170088588 0.0200689902
## 17 0.0168627412 0.015254150 0.0143262533 0.0212396008 0.0250836070
## 18 0.0149906316 0.017295450 0.0396379065 0.0240006900 0.0191659143
## 19 0.0145767767 0.023335306 0.0436314943 0.0047447292 0.0121932220
## 20 0.0014114125 0.034573808 0.0005703724 0.0018083873 0.0071341350
## 21 0.0212585522 0.004880840 0.0320283684 0.0203038577 0.0109428327
## PC61.48 PC62.48 PC63.48 PC64.48 PC65.48
## 1 0.018026204 0.0031914290 0.039078854 0.003254461 7.812256e-03
## 2 0.023094159 0.0061651173 0.016431445 0.001978449 7.478598e-03
## 3 0.007424051 0.0128791331 0.021296507 0.004303212 2.537050e-02
## 4 0.033646582 0.0271619573 0.036119256 0.007747277 3.626377e-02
## 5 0.005899460 0.0034621306 0.002854494 0.011915945 2.351855e-03
## 6 0.015481927 0.0216520926 0.003868852 0.014446847 4.608666e-03
## 7 0.022549980 0.0030781720 0.004417592 0.054174695 1.089091e-02
## 8 0.017076143 0.0140479593 0.004005805 0.006779335 1.766437e-02
## 9 0.017420714 0.0003912263 0.010769324 0.026327516 4.192327e-02
## 10 0.003175944 0.0053904598 0.020334733 0.022205995 3.574754e-02
## 11 0.029856896 0.0059643847 0.013778415 0.034963448 1.900396e-02
## 12 0.009105700 0.0110483910 0.007330237 0.015609117 1.216044e-02
## 13 0.010446085 0.0014341600 0.052164793 0.015758958 1.287470e-02
## 14 0.001179959 0.0069445754 0.025170782 0.023709968 3.228760e-02
## 15 0.010321521 0.0237657946 0.039822685 0.002206113 1.037748e-02
## 16 0.028272692 0.0048149618 0.012401349 0.009303969 9.480562e-05
## 17 0.027694334 0.0365043274 0.011262627 0.010681433 1.522239e-02
## 18 0.016260121 0.0086813661 0.021279774 0.020717742 1.980126e-03
## 19 0.039390116 0.0175876442 0.019908384 0.019797981 1.175285e-02
## 20 0.028753872 0.0022581916 0.006231804 0.022999685 4.484612e-03
## 21 0.008456194 0.0109221520 0.023620548 0.037046776 3.178783e-03
## PC66.48 PC67.48 PC68.48
## 1 0.022745494 0.005151163 0.0075599921
## 2 0.013902288 0.002545210 0.0168560548
## 3 0.005015689 0.023712651 0.0237488777
## 4 0.007197739 0.029118713 0.0001917411
## 5 0.013604002 0.008621536 0.0140855684
## 6 0.004189666 0.003767999 0.0248015410
## 7 0.029056473 0.042785058 0.0218348280
## 8 0.025584274 0.009485408 0.0062622921
## 9 0.016629126 0.003882247 0.0056948558
## 10 0.020345896 0.008762385 0.0126924120
## 11 0.003949686 0.004902395 0.0015280487
## 12 0.022178441 0.020779375 0.0093621067
## 13 0.020570655 0.020871651 0.0024669852
## 14 0.004156180 0.023535112 0.0017110830
## 15 0.007431757 0.016020983 0.0199395695
## 16 0.012938499 0.012200936 0.0082811154
## 17 0.005009302 0.038402128 0.0192793011
## 18 0.009463586 0.009747061 0.0017762703
## 19 0.017684054 0.058267886 0.0142583315
## 20 0.049476845 0.014794432 0.0059881318
## 21 0.009898796 0.019402486 0.0093175439
## programN.49 PC1.49 PC2.49
## 1 Arts.Administration 3.079837e-02 0.0070061093
## 2 Physical.Education 5.059954e-05 0.0298656835
## 3 Social.Studies 1.799738e-02 0.0006640169
## 4 Teaching.English 1.448270e-02 0.0105335811
## 5 Social.Organizational.Psychology 3.184102e-02 0.0084415043
## 6 Mathematics 4.774164e-03 0.0018231510
## 7 Communication.Media.and.Learning.Technologies 7.531615e-03 0.0011959938
## 8 Instructional.Technology.and.Media 1.229961e-03 0.0014350741
## 9 Bilingual.Bicultural.Education 2.760691e-02 0.0134069750
## 10 Learning.Analytics 5.645955e-03 0.0027822662
## 11 Education.Policy 3.232672e-02 0.0087938697
## 12 Nutrition 1.309656e-02 0.0172599196
## 13 Early.Childhood.Special.Education 4.408253e-03 0.0255520678
## 14 Motor.Learning.and.Control 1.036101e-02 0.0077604675
## 15 Literacy 1.525271e-02 0.0077282212
## 16 Higher.and.Postsecondary.Education 7.527071e-03 0.0113852785
## 17 Sociology 2.158233e-02 0.0242518953
## 18 Nursing 6.894445e-04 0.0318560955
## 19 Gifted.Education 9.288762e-03 0.0044125040
## 20 Communication.Sciences.and.Disorders 1.222225e-02 0.0216053193
## 21 Design.and.Development.of.Digital.Games 6.355681e-03 0.0144088809
## PC3.49 PC4.49 PC5.49 PC6.49 PC7.49
## 1 0.024749441 0.006416754 2.809094e-02 0.0099180873 0.0054056539
## 2 0.017298115 0.006940586 5.902268e-05 0.0010439017 0.0109126564
## 3 0.011033275 0.005623037 1.745721e-02 0.0315435640 0.0424431855
## 4 0.001045478 0.046509906 1.559886e-03 0.0093156213 0.0086087748
## 5 0.011637985 0.001791635 9.742845e-03 0.0136477547 0.0032897977
## 6 0.046388770 0.008716536 1.878698e-02 0.0074538327 0.0116994760
## 7 0.035933133 0.004544931 1.364647e-02 0.0006050177 0.0209115105
## 8 0.041150859 0.013920560 5.302009e-03 0.0184542485 0.0156882776
## 9 0.006811021 0.028329843 5.426524e-03 0.0187132195 0.0284029244
## 10 0.048876967 0.006597359 1.854961e-03 0.0256304790 0.0233082384
## 11 0.008099375 0.011461032 1.533022e-03 0.0012701672 0.0369923208
## 12 0.016846899 0.002510452 3.856389e-03 0.0235834428 0.0010329779
## 13 0.022388206 0.031399622 1.618698e-02 0.0075348165 0.0212184000
## 14 0.027788718 0.012990798 1.732676e-02 0.0177154862 0.0009343611
## 15 0.003091205 0.034076638 1.911021e-02 0.0021212641 0.0375735497
## 16 0.013045967 0.004600435 3.082268e-02 0.0402722606 0.0183069807
## 17 0.004533430 0.027895217 2.804944e-03 0.0061365878 0.0112917391
## 18 0.010283132 0.014918717 1.953290e-02 0.0130448130 0.0085190617
## 19 0.018760013 0.017369485 2.369249e-02 0.0027821733 0.0456860180
## 20 0.011435378 0.021696895 1.155628e-02 0.0310619020 0.0451035789
## 21 0.044990699 0.031338602 1.209934e-02 0.0200423506 0.0034495169
## PC8.49 PC9.49 PC10.49 PC11.49 PC12.49
## 1 0.0080879877 0.0155755259 0.0017274695 8.733401e-03 0.0087509141
## 2 0.0181621668 0.0210048843 0.0132190247 2.763763e-03 0.0182589908
## 3 0.0446486045 0.0125762023 0.0041900676 8.267224e-03 0.0046444189
## 4 0.0171062957 0.0087092669 0.0001295534 6.678637e-03 0.0288289354
## 5 0.0243186267 0.0219437547 0.0132336368 3.331628e-02 0.0272401083
## 6 0.0227874887 0.0052426210 0.0266623343 7.351706e-03 0.0002360754
## 7 0.0393046696 0.0082351913 0.0295657210 2.426233e-02 0.0293302265
## 8 0.0170612770 0.0008755746 0.0064278971 3.974577e-02 0.0315279781
## 9 0.0043779484 0.0218536863 0.0227016327 2.662356e-02 0.0052358326
## 10 0.0235058202 0.0094323359 0.0153262453 1.986265e-02 0.0116958026
## 11 0.0009551069 0.0243433027 0.0132230845 4.030113e-03 0.0025939660
## 12 0.0009109188 0.0454149533 0.0028813655 3.953013e-02 0.0195839091
## 13 0.0177969933 0.0302784511 0.0153284004 1.066777e-02 0.0108881859
## 14 0.0287982992 0.0033622589 0.0048056787 2.540004e-02 0.0488947193
## 15 0.0338118411 0.0010752566 0.0021391054 1.079241e-02 0.0033740289
## 16 0.0123599959 0.0251839626 0.0162809823 8.863708e-03 0.0249752874
## 17 0.0070614680 0.0012963323 0.0150742112 2.622339e-02 0.0087327063
## 18 0.0026309260 0.0053374657 0.0235534283 6.672129e-05 0.0056246625
## 19 0.0320883183 0.0161628249 0.0040634158 5.649963e-03 0.0338970155
## 20 0.0201804760 0.0036702273 0.0100800326 2.732295e-02 0.0030804587
## 21 0.0046244582 0.0039475303 0.0175316831 8.619621e-03 0.0221749270
## PC13.49 PC14.49 PC15.49 PC16.49 PC17.49
## 1 0.0006597047 0.0038522310 0.0112515795 0.012968430 0.0039321607
## 2 0.0120707436 0.0102297713 0.0073438464 0.033150723 0.0362778080
## 3 0.0110741844 0.0294952669 0.0158405074 0.002239219 0.0225297196
## 4 0.0103141677 0.0108328388 0.0152688829 0.012637434 0.0253689631
## 5 0.0183521730 0.0152088065 0.0158927740 0.018681853 0.0015579368
## 6 0.0128182972 0.0397456821 0.0241197802 0.020222250 0.0046754910
## 7 0.0035438972 0.0299153100 0.0206808745 0.016643685 0.0140970148
## 8 0.0266299592 0.0024967029 0.0101799907 0.025128055 0.0011513687
## 9 0.0100731292 0.0011944513 0.0094952899 0.015421788 0.0042930855
## 10 0.0341390013 0.0005865174 0.0127348428 0.009187963 0.0061049139
## 11 0.0087899478 0.0008786270 0.0225678144 0.012958470 0.0102873586
## 12 0.0253531468 0.0080098225 0.0134819521 0.005945587 0.0198765891
## 13 0.0047609933 0.0203859263 0.0102805241 0.007284086 0.0000681285
## 14 0.0019432972 0.0079584375 0.0164694612 0.003954822 0.0086730310
## 15 0.0321135057 0.0104948236 0.0192356906 0.024823046 0.0127277050
## 16 0.0073904401 0.0067210128 0.0006386207 0.024005827 0.0078882177
## 17 0.0003873450 0.0205601763 0.0091526378 0.008549125 0.0077309109
## 18 0.0186608463 0.0135071313 0.0159261432 0.014508125 0.0233019901
## 19 0.0208054594 0.0158050107 0.0093776443 0.004570248 0.0252271450
## 20 0.0063129079 0.0127541932 0.0086317750 0.014593970 0.0006396479
## 21 0.0136066046 0.0265153220 0.0178325436 0.011643175 0.0056585626
## PC18.49 PC19.49 PC20.49 PC21.49 PC22.49
## 1 0.0203053583 0.0106548427 0.032358351 0.0205976022 0.0013819940
## 2 0.0156848230 0.0147287412 0.036556839 0.0342972096 0.0079446947
## 3 0.0022759901 0.0171239647 0.005482647 0.0058795476 0.0104511177
## 4 0.0381389304 0.0203653401 0.012719123 0.0089258554 0.0224100466
## 5 0.0133839943 0.0121853733 0.002579359 0.0008305934 0.0269720332
## 6 0.0001654039 0.0017070405 0.037763175 0.0047122443 0.0268411053
## 7 0.0008651406 0.0035685196 0.012691021 0.0029085738 0.0036096859
## 8 0.0181802721 0.0036014507 0.005014762 0.0409427963 0.0140207537
## 9 0.0015598852 0.0013412938 0.015515080 0.0197209359 0.0186489576
## 10 0.0107903838 0.0004799608 0.019093037 0.0042711709 0.0018587447
## 11 0.0140662409 0.0308284293 0.031274059 0.0052381018 0.0173406772
## 12 0.0047318980 0.0045731532 0.006173864 0.0056299816 0.0279877482
## 13 0.0013513795 0.0031249736 0.057706894 0.0045426515 0.0004601013
## 14 0.0014022432 0.0161430408 0.004918364 0.0135797185 0.0380763440
## 15 0.0137633239 0.0129158211 0.003471058 0.0077980011 0.0195599840
## 16 0.0093953359 0.0296206063 0.022506086 0.0305448728 0.0142068481
## 17 0.0332793784 0.0387235928 0.003486161 0.0240717349 0.0233573982
## 18 0.0392991538 0.0239207147 0.018546330 0.0111727952 0.0175862325
## 19 0.0140183587 0.0131883277 0.001946306 0.0109215036 0.0046198194
## 20 0.0006730579 0.0210853325 0.001082123 0.0081284155 0.0117285829
## 21 0.0213273553 0.0102352240 0.001633480 0.0017292281 0.0137213581
## PC23.49 PC24.49 PC25.49 PC26.49 PC27.49
## 1 0.016113398 0.023901620 0.0232217659 0.0285089308 0.004575269
## 2 0.005626414 0.009738142 0.0145093442 0.0240809358 0.028588230
## 3 0.015724566 0.016443502 0.0101204159 0.0085011930 0.002377932
## 4 0.022086453 0.011143592 0.0170305855 0.0134412670 0.028583655
## 5 0.015983431 0.020503134 0.0015980783 0.0276564918 0.015701324
## 6 0.009816194 0.005973932 0.0186116710 0.0258224249 0.004136018
## 7 0.033189200 0.004511090 0.0005069328 0.0003158871 0.016106481
## 8 0.024234955 0.014206821 0.0086044239 0.0070329895 0.006573566
## 9 0.033244470 0.004169608 0.0044132283 0.0333075391 0.009299084
## 10 0.027908018 0.014256946 0.0141646230 0.0119053616 0.000689891
## 11 0.009886956 0.008255632 0.0089415613 0.0020818815 0.012823729
## 12 0.008317954 0.011532884 0.0056323336 0.0261333384 0.024874627
## 13 0.010723076 0.004006964 0.0076742108 0.0146240625 0.004040711
## 14 0.022639671 0.007657435 0.0406986876 0.0124316709 0.011483059
## 15 0.036470644 0.025758683 0.0184477356 0.0011233195 0.014363338
## 16 0.006273583 0.006363002 0.0106783307 0.0447906120 0.002534821
## 17 0.014647606 0.037109557 0.0005793825 0.0058538135 0.011773129
## 18 0.017410280 0.006319988 0.0417411276 0.0112410122 0.026531295
## 19 0.007484015 0.005130577 0.0377828691 0.0236583913 0.023583957
## 20 0.015860923 0.010523762 0.0334632115 0.0082566721 0.014012758
## 21 0.024451006 0.013623170 0.0019594510 0.0311708545 0.014719210
## PC28.49 PC29.49 PC30.49 PC31.49 PC32.49
## 1 0.0178182088 0.034270044 0.016129744 0.015579713 0.0014454672
## 2 0.0017089844 0.038714327 0.002522182 0.027401376 0.0120772967
## 3 0.0016878406 0.010480072 0.002272414 0.014119625 0.0026422574
## 4 0.0224131810 0.015183814 0.039467916 0.018539128 0.0267766508
## 5 0.0147401607 0.014448230 0.005287862 0.019011726 0.0196204973
## 6 0.0003579466 0.032402692 0.001930179 0.010390315 0.0189195769
## 7 0.0310532446 0.021717151 0.002443015 0.037442747 0.0005015064
## 8 0.0201420611 0.029238905 0.020180344 0.011454586 0.0028676726
## 9 0.0177794941 0.012593345 0.014068196 0.017370669 0.0035978570
## 10 0.0012725009 0.002602080 0.005136345 0.016745255 0.0203302489
## 11 0.0043735977 0.002958133 0.018099459 0.014539385 0.0248997503
## 12 0.0065751489 0.057890936 0.005577981 0.029615790 0.0002693448
## 13 0.0113032062 0.011117160 0.002702473 0.031780227 0.0183877764
## 14 0.0364823634 0.010744052 0.005963509 0.002653920 0.0416127144
## 15 0.0068910628 0.014289001 0.008523742 0.020838625 0.0157810997
## 16 0.0051737310 0.022239110 0.015189626 0.025997518 0.0002837276
## 17 0.0139280529 0.014414900 0.035087488 0.006263718 0.0070412983
## 18 0.0412219433 0.021384707 0.011077504 0.005863882 0.0161011067
## 19 0.0128267284 0.006840855 0.003596600 0.008247822 0.0032412624
## 20 0.0236642831 0.021435048 0.021454496 0.014363198 0.0095776196
## 21 0.0156336862 0.008803654 0.012601867 0.004174359 0.0029851974
## PC33.49 PC34.49 PC35.49 PC36.49 PC37.49
## 1 0.0009011486 0.0091688055 0.024454564 0.0267714902 1.028535e-02
## 2 0.0361447601 0.0127511831 0.032732045 0.0259345815 3.147825e-05
## 3 0.0049178259 0.0256350722 0.006849068 0.0062674117 2.866194e-02
## 4 0.0002151087 0.0362280029 0.007856700 0.0121603470 7.200006e-03
## 5 0.0170805627 0.0258637546 0.014100095 0.0142767216 7.266692e-03
## 6 0.0089904297 0.0087402349 0.010714334 0.0025025539 4.266231e-03
## 7 0.0002309027 0.0030895186 0.037392264 0.0153658244 1.088287e-03
## 8 0.0078546589 0.0017461873 0.003523513 0.0042198495 2.001631e-02
## 9 0.0144664079 0.0040790932 0.011186146 0.0105766200 1.916197e-02
## 10 0.0157160560 0.0116936591 0.044861974 0.0009660533 2.204138e-03
## 11 0.0091030532 0.0030270978 0.014922312 0.0234782867 7.409106e-03
## 12 0.0026487843 0.0132779417 0.022576989 0.0112828676 1.471242e-04
## 13 0.0226502384 0.0037229312 0.009492371 0.0157418244 2.336248e-02
## 14 0.0155586613 0.0038387414 0.013510519 0.0071777203 7.956551e-03
## 15 0.0139882628 0.0016611417 0.008963521 0.0063303252 1.468110e-02
## 16 0.0198939309 0.0264555110 0.032195026 0.0066077647 5.811690e-04
## 17 0.0078761134 0.0145056557 0.019847812 0.0206857688 4.349501e-02
## 18 0.0253661575 0.0060305240 0.008019843 0.0288395366 1.883313e-02
## 19 0.0084695108 0.0127960320 0.022746635 0.0339598834 1.910361e-02
## 20 0.0141383440 0.0006488152 0.003352840 0.0106133888 1.177010e-03
## 21 0.0191147506 0.0120255242 0.001355074 0.0097894326 2.238283e-02
## PC38.49 PC39.49 PC40.49 PC41.49 PC42.49
## 1 0.043045569 0.0119045030 0.0066468961 0.0104571448 0.0032790427
## 2 0.007395560 0.0015385472 0.0242319413 0.0003123014 0.0046483661
## 3 0.027859224 0.0138971240 0.0069091906 0.0536219575 0.0090349442
## 4 0.005457971 0.0151044320 0.0018283164 0.0108041484 0.0010240083
## 5 0.014308223 0.0030882929 0.0005811366 0.0147261633 0.0044521728
## 6 0.023206111 0.0006482205 0.0116785958 0.0273605554 0.0068112101
## 7 0.002571623 0.0017424902 0.0008616916 0.0254261950 0.0170409778
## 8 0.003643394 0.0014280935 0.0182015185 0.0486705208 0.0153110504
## 9 0.006130624 0.0111340485 0.0101693473 0.0313491817 0.0194639827
## 10 0.010954433 0.0048911315 0.0343827958 0.0154280191 0.0007578696
## 11 0.011824113 0.0571833824 0.0098601246 0.0141988111 0.0111293600
## 12 0.005862358 0.0174657127 0.0227976437 0.0293710617 0.0080766268
## 13 0.011820366 0.0023819566 0.0041685253 0.0206391967 0.0170856485
## 14 0.006085835 0.0151419351 0.0244244278 0.0188429247 0.0151085810
## 15 0.020140639 0.0107595988 0.0167439532 0.0219321683 0.0092349479
## 16 0.002713510 0.0237627252 0.0068078448 0.0296482438 0.0100330149
## 17 0.007439036 0.0195588295 0.0223983143 0.0084675249 0.0329012285
## 18 0.001502887 0.0001750696 0.0003577850 0.0168039191 0.0140898402
## 19 0.021678306 0.0317763927 0.0222364850 0.0277909454 0.0206563328
## 20 0.021121889 0.0116742314 0.0462970274 0.0060543317 0.0210037045
## 21 0.003711882 0.0139428249 0.0425738295 0.0032241383 0.0323899044
## PC43.49 PC44.49 PC45.49 PC46.49 PC47.49
## 1 0.012522541 0.0124287559 0.0361316279 8.812361e-03 1.629688e-02
## 2 0.013441862 0.0123416608 0.0354220058 2.421951e-03 3.000743e-05
## 3 0.015147490 0.0271171771 0.0173251752 1.834548e-03 2.294627e-02
## 4 0.009068592 0.0122228240 0.0182166674 2.611395e-02 1.058723e-02
## 5 0.022892589 0.0261319584 0.0231497086 2.135217e-02 4.494576e-04
## 6 0.000795879 0.0004903914 0.0004736047 1.786810e-03 2.121883e-02
## 7 0.014841274 0.0101314409 0.0088937564 2.071444e-02 5.529082e-03
## 8 0.001605145 0.0074529577 0.0013126943 1.676173e-03 1.161380e-02
## 9 0.041690854 0.0249021196 0.0147801457 1.575423e-02 2.789976e-02
## 10 0.031790385 0.0127900286 0.0189121535 2.432678e-02 5.700495e-03
## 11 0.020189483 0.0050311870 0.0298316649 1.604817e-02 6.372516e-02
## 12 0.008436541 0.0013950552 0.0011189952 7.033337e-05 5.450552e-03
## 13 0.021299853 0.0084559490 0.0293598815 4.285109e-03 2.350665e-02
## 14 0.018589551 0.0271785172 0.0044240828 2.149725e-02 2.104934e-02
## 15 0.016538650 0.0209427478 0.0288046473 2.497439e-02 9.558361e-03
## 16 0.015526534 0.0119409846 0.0064579627 1.728592e-02 1.347241e-02
## 17 0.013574254 0.0064833617 0.0177477683 8.612097e-03 2.341727e-02
## 18 0.046305247 0.0227728977 0.0042822245 1.184545e-02 3.460490e-02
## 19 0.020324925 0.0002421774 0.0105357764 2.598531e-02 1.102959e-02
## 20 0.024645444 0.0391257924 0.0179201005 1.491830e-02 3.944670e-03
## 21 0.007774936 0.0136248466 0.0068999177 1.543718e-02 1.854158e-02
## PC48.49 PC49.49 PC50.49 PC51.49 PC52.49 PC53.49
## 1 8.809708e-05 0.040440421 0.04506416 0.001704745 0.002983082 0.003351440
## 2 5.979111e-03 0.003630809 0.04078317 0.015359258 0.019407217 0.004243662
## 3 1.442792e-02 0.019484799 0.03398130 0.007912042 0.010260133 0.022498966
## 4 5.668942e-03 0.044523392 0.03297954 0.005909433 0.011698836 0.001464765
## 5 1.271611e-02 0.019931017 0.02885987 0.011708585 0.023421432 0.021575074
## 6 1.696439e-02 0.019034109 0.02786850 0.028509583 0.018949358 0.023989658
## 7 3.238020e-02 0.016529460 0.02775376 0.003225533 0.009809450 0.006968632
## 8 5.653503e-03 0.048671768 0.02752960 0.022555903 0.026505585 0.006775228
## 9 1.865224e-02 0.005286181 0.02582722 0.034899904 0.015408438 0.024081638
## 10 2.119443e-03 0.007807132 0.02572002 0.011809677 0.048425270 0.034732321
## 11 1.774937e-03 0.034874201 0.02548953 0.008010124 0.004199199 0.007801080
## 12 2.270086e-02 0.006134355 0.02485831 0.017414756 0.003283311 0.016150887
## 13 2.250952e-02 0.016686431 0.02471239 0.017445114 0.037332067 0.001900268
## 14 3.905633e-02 0.007531165 0.02367543 0.015432641 0.024887811 0.007398414
## 15 2.553716e-02 0.018831624 0.02306995 0.016354963 0.003342822 0.004958112
## 16 1.725954e-02 0.001264596 0.02235371 0.007432091 0.015030708 0.007303563
## 17 1.477341e-02 0.005743079 0.02192805 0.014235665 0.006706854 0.004364476
## 18 1.236260e-02 0.008435817 0.02158343 0.019675422 0.004889472 0.024011055
## 19 2.159048e-02 0.021740957 0.02125099 0.011547734 0.018993334 0.006851042
## 20 2.005098e-02 0.007372473 0.02083093 0.038491565 0.004252518 0.026489509
## 21 9.676484e-03 0.012731327 0.02050170 0.028912341 0.021633326 0.040331146
## PC54.49 PC55.49 PC56.49 PC57.49 PC58.49
## 1 0.0153960358 0.0019092258 0.0220527414 0.0189498703 0.0057354535
## 2 0.0044914288 0.0045247583 0.0026896841 0.0193643083 0.0014099180
## 3 0.0009282111 0.0083899575 0.0149906316 0.0172954496 0.0396379065
## 4 0.0149514301 0.0268340642 0.0015088859 0.0277757771 0.0078703641
## 5 0.0161880548 0.0085273782 0.0168627412 0.0152541505 0.0143262533
## 6 0.0229405306 0.0199564132 0.0014114125 0.0345738076 0.0005703724
## 7 0.0010971014 0.0170561667 0.0204379417 0.0222050920 0.0057568211
## 8 0.0047643213 0.0120984899 0.0173847375 0.0089305646 0.0094859202
## 9 0.0049659548 0.0207779032 0.0174283978 0.0092653191 0.0150806355
## 10 0.0147438510 0.0001741339 0.0074701610 0.0183492738 0.0214583591
## 11 0.0011994526 0.0037855934 0.0007189096 0.0035200914 0.0178475038
## 12 0.0250851364 0.0044339644 0.0187162825 0.0087558228 0.0163066446
## 13 0.0261463582 0.0097246318 0.0421240490 0.0005518043 0.0043324004
## 14 0.0111963175 0.0067305232 0.0091918884 0.0135779051 0.0152486166
## 15 0.0329088967 0.0127457601 0.0212585522 0.0048808402 0.0320283684
## 16 0.0042939071 0.0346327047 0.0038938297 0.0060888693 0.0330127589
## 17 0.0079230424 0.0016213797 0.0178425836 0.0363386915 0.0275029508
## 18 0.0034722408 0.0096144876 0.0287811963 0.0084370519 0.0209606836
## 19 0.0090353732 0.0107914432 0.0206791847 0.0010814374 0.0044385602
## 20 0.0154717497 0.0099702683 0.0171239753 0.0204208195 0.0365678794
## 21 0.0005479920 0.0506128239 0.0125973203 0.0006417965 0.0052174617
## PC59.49 PC60.49 PC61.49 PC62.49 PC63.49
## 1 0.0177952340 0.0109030140 0.0074240515 0.0128791331 0.021296507
## 2 0.0022746844 0.0344295010 0.0105699581 0.0098949289 0.011722052
## 3 0.0240006900 0.0191659143 0.0162601209 0.0086813661 0.021279774
## 4 0.0014461747 0.0207702826 0.0230941586 0.0061651173 0.016431445
## 5 0.0212396008 0.0250836070 0.0276943342 0.0365043274 0.011262627
## 6 0.0018083873 0.0071341350 0.0287538718 0.0022581916 0.006231804
## 7 0.0173497481 0.0146415426 0.0303494108 0.0002165496 0.001920552
## 8 0.0179912196 0.0008404033 0.0180262040 0.0031914290 0.039078854
## 9 0.0045754059 0.0055820639 0.0033816502 0.0257091467 0.019184373
## 10 0.0062059528 0.0043946798 0.0193397179 0.0247199554 0.003478084
## 11 0.0058907620 0.0146342808 0.0154819272 0.0216520926 0.003868852
## 12 0.0161335561 0.0411753410 0.0001218313 0.0126564643 0.018837528
## 13 0.0184290887 0.0332279822 0.0135424983 0.0150148673 0.026840548
## 14 0.0036510912 0.0218361221 0.0117795543 0.0142687579 0.002854571
## 15 0.0203038577 0.0109428327 0.0084561941 0.0109221520 0.023620548
## 16 0.0146032574 0.0035787723 0.0378627010 0.0005669022 0.010293710
## 17 0.0036902351 0.0059780048 0.0151243999 0.0016902317 0.010342404
## 18 0.0001859973 0.0081974840 0.0077947018 0.0067100558 0.014677214
## 19 0.0053523100 0.0112577741 0.0103215209 0.0237657946 0.039822685
## 20 0.0002426167 0.0027713080 0.0143880794 0.0124579160 0.005536458
## 21 0.0125557911 0.0015494608 0.0250534539 0.0242492514 0.012734718
## PC64.49 PC65.49 PC66.49 PC67.49 PC68.49
## 1 0.004303212 0.025370498 0.0050156885 0.0237126506 0.023748878
## 2 0.011285661 0.004912056 0.0108661096 0.0165527078 0.010215837
## 3 0.020717742 0.001980126 0.0094635860 0.0097470611 0.001776270
## 4 0.001978449 0.007478598 0.0139022882 0.0025452102 0.016856055
## 5 0.010681433 0.015222391 0.0050093024 0.0384021278 0.019279301
## 6 0.022999685 0.004484612 0.0494768452 0.0147944324 0.005988132
## 7 0.035741256 0.002299145 0.0004914900 0.0381285435 0.001384313
## 8 0.003254461 0.007812256 0.0227454942 0.0051511631 0.007559992
## 9 0.009748821 0.024941440 0.0329722513 0.0098866706 0.015697639
## 10 0.030994433 0.009459517 0.0081114899 0.0188816623 0.007006498
## 11 0.014446847 0.004608666 0.0041896661 0.0037679986 0.024801541
## 12 0.025882548 0.006652772 0.0066018392 0.0136076170 0.011504675
## 13 0.007271674 0.008621503 0.0014658024 0.0007717288 0.005502424
## 14 0.021157307 0.011030383 0.0036328731 0.0096273589 0.002717005
## 15 0.037046776 0.003178783 0.0098987956 0.0194024863 0.009317544
## 16 0.025733704 0.008161305 0.0091851252 0.0072343224 0.009977489
## 17 0.007566239 0.017013066 0.0079692473 0.0176483759 0.037777282
## 18 0.000124328 0.009623472 0.0105786711 0.0160436216 0.012191777
## 19 0.002206113 0.010377480 0.0074317565 0.0160209828 0.019939570
## 20 0.017656771 0.010379992 0.0001655415 0.0011243777 0.021432177
## 21 0.000350217 0.015659953 0.0175308086 0.0185854598 0.015989119
## programN.50 PC1.50 PC2.50
## 1 History 0.0266635454 0.002442781
## 2 Inclusive.Education 0.0170615072 0.010920638
## 3 Communication.Sciences.and.Disorders 0.0122222491 0.021605319
## 4 Physiology 0.0145740709 0.036751371
## 5 Bilingual.Bicultural.Education 0.0276069141 0.013406975
## 6 Philosophy 0.0071900348 0.005726372
## 7 Neuroscience 0.0082813494 0.034657422
## 8 Clinical.Psychology 0.0222027764 0.037195249
## 9 Sexuality..Women.and.Gender.in.Psychology 0.0216615570 0.026960344
## 10 Design.and.Development.of.Digital.Games 0.0063556814 0.014408881
## 11 Mathematics 0.0047741638 0.001823151
## 12 Dance.Education 0.0030618612 0.002731713
## 13 Adult.Education 0.0284241315 0.013389713
## 14 Developmental.Psychology 0.0134623097 0.022812501
## 15 Urban.Education 0.0281556432 0.004910671
## 16 Instructional.Technology.and.Media 0.0012299612 0.001435074
## 17 Politics 0.0310892184 0.016924948
## 18 Movement.Science 0.0133424668 0.022352574
## 19 Nursing 0.0006894445 0.031856095
## 20 Economics.and.Education 0.0335918287 0.008906657
## 21 Curriculum.and.Teaching 0.0063964291 0.020275903
## PC3.50 PC4.50 PC5.50 PC6.50 PC7.50
## 1 0.0015556889 0.0021290297 0.053094195 0.0056032077 0.002422623
## 2 0.0032186462 0.0005861185 0.022383499 0.0297825498 0.015254051
## 3 0.0114353776 0.0216968948 0.011556281 0.0310619020 0.045103579
## 4 0.0037967058 0.0192356188 0.005857138 0.0047655130 0.008507044
## 5 0.0068110215 0.0283298432 0.005426524 0.0187132195 0.028402924
## 6 0.0015601839 0.0092148381 0.021638555 0.0219661202 0.001496165
## 7 0.0274107594 0.0046522158 0.006940352 0.0170801532 0.003198050
## 8 0.0031620282 0.0011901552 0.004759591 0.0145551406 0.020461037
## 9 0.0039637231 0.0126042931 0.023231967 0.0241148815 0.016476556
## 10 0.0449906991 0.0313386025 0.012099339 0.0200423506 0.003449517
## 11 0.0463887703 0.0087165361 0.018786976 0.0074538327 0.011699476
## 12 0.0235640740 0.0139166169 0.029933153 0.0161084934 0.047410204
## 13 0.0011753502 0.0094882961 0.020011212 0.0262821686 0.020197883
## 14 0.0003474403 0.0001572700 0.010744894 0.0006575599 0.001440343
## 15 0.0076600332 0.0119702405 0.029310308 0.0076374091 0.009435514
## 16 0.0411508592 0.0139205598 0.005302009 0.0184542485 0.015688278
## 17 0.0029590339 0.0239706237 0.007268134 0.0004427211 0.006830126
## 18 0.0138144761 0.0083708817 0.002063737 0.0278264018 0.003963575
## 19 0.0102831322 0.0149187169 0.019532896 0.0130448130 0.008519062
## 20 0.0028566709 0.0191995859 0.018205005 0.0019850768 0.007871655
## 21 0.0124009592 0.0210893447 0.002122926 0.0169547295 0.003075818
## PC8.50 PC9.50 PC10.50 PC11.50 PC12.50
## 1 0.015873153 0.0014314058 0.002892222 5.277345e-03 0.0166711748
## 2 0.007121800 0.0093675312 0.018008326 3.564825e-02 0.0137136493
## 3 0.020180476 0.0036702273 0.010080033 2.732295e-02 0.0030804587
## 4 0.012103065 0.0130034298 0.009989580 3.500399e-02 0.0168262986
## 5 0.004377948 0.0218536863 0.022701633 2.662356e-02 0.0052358326
## 6 0.007367468 0.0019829010 0.062273522 2.398438e-03 0.0278566952
## 7 0.006005044 0.0244517677 0.008449557 1.281742e-03 0.0092216656
## 8 0.009670310 0.0075347504 0.004432939 3.156260e-04 0.0218082169
## 9 0.013339390 0.0206291296 0.013306482 2.809926e-02 0.0135083558
## 10 0.004624458 0.0039475303 0.017531683 8.619621e-03 0.0221749270
## 11 0.022787489 0.0052426210 0.026662334 7.351706e-03 0.0002360754
## 12 0.017193484 0.0024157936 0.023461513 1.547510e-02 0.0139253809
## 13 0.013561959 0.0013920563 0.011861438 5.860820e-03 0.0044019126
## 14 0.025011550 0.0318957775 0.035366292 1.913504e-02 0.0175961919
## 15 0.036888201 0.0200579649 0.006844420 1.807010e-02 0.0054814266
## 16 0.017061277 0.0008755746 0.006427897 3.974577e-02 0.0315279781
## 17 0.020758111 0.0092240282 0.022459779 7.698439e-03 0.0046918736
## 18 0.010003767 0.0101251418 0.029095870 1.176450e-02 0.0178484564
## 19 0.002630926 0.0053374657 0.023553428 6.672129e-05 0.0056246625
## 20 0.009713329 0.0177463456 0.015958840 1.044750e-02 0.0092146767
## 21 0.011235367 0.0441473749 0.002463690 2.715194e-02 0.0057308252
## PC13.50 PC14.50 PC15.50 PC16.50 PC17.50
## 1 0.0013146984 0.0225753122 0.0144500273 0.007566383 0.0086314728
## 2 0.0006533485 0.0122610400 0.0203852487 0.012446626 0.0287832542
## 3 0.0063129079 0.0127541932 0.0086317750 0.014593970 0.0006396479
## 4 0.0110960670 0.0001699382 0.0058982743 0.018227567 0.0090266772
## 5 0.0100731292 0.0011944513 0.0094952899 0.015421788 0.0042930855
## 6 0.0270965984 0.0478350443 0.0050924287 0.001859075 0.0103639658
## 7 0.0026982800 0.0009149750 0.0385331983 0.030638579 0.0046173443
## 8 0.0003086636 0.0062008888 0.0038287891 0.004582990 0.0406961358
## 9 0.0095990422 0.0028277341 0.0241542699 0.003440244 0.0041580796
## 10 0.0136066046 0.0265153220 0.0178325436 0.011643175 0.0056585626
## 11 0.0128182972 0.0397456821 0.0241197802 0.020222250 0.0046754910
## 12 0.0227163619 0.0035267745 0.0012952068 0.001816857 0.0375070479
## 13 0.0027171270 0.0191924286 0.0213545867 0.020422979 0.0102031935
## 14 0.0241897580 0.0002288102 0.0088213466 0.027479349 0.0460781910
## 15 0.0010188237 0.0224124471 0.0050227151 0.005434683 0.0191702590
## 16 0.0266299592 0.0024967029 0.0101799907 0.025128055 0.0011513687
## 17 0.0041233037 0.0141025964 0.0100466174 0.020743826 0.0165994936
## 18 0.0281853960 0.0068073758 0.0049308252 0.051505417 0.0124359168
## 19 0.0186608463 0.0135071313 0.0159261432 0.014508125 0.0233019901
## 20 0.0059522552 0.0316639596 0.0001306213 0.004179001 0.0278652033
## 21 0.0151856779 0.0097664484 0.0484631208 0.027299040 0.0187114066
## PC18.50 PC19.50 PC20.50 PC21.50 PC22.50
## 1 0.0152790336 0.011884667 0.004470544 0.0121759984 0.024553718
## 2 0.0449375971 0.010910470 0.013056997 0.0002768048 0.012153475
## 3 0.0006730579 0.021085333 0.001082123 0.0081284155 0.011728583
## 4 0.0149678383 0.012278341 0.021873948 0.0014018943 0.008686369
## 5 0.0015598852 0.001341294 0.015515080 0.0197209359 0.018648958
## 6 0.0248252745 0.012608747 0.010017276 0.0001345493 0.008186898
## 7 0.0222377474 0.011392769 0.001406500 0.0200360698 0.016905511
## 8 0.0046276920 0.009859608 0.008355508 0.0065518197 0.011209321
## 9 0.0130532772 0.013975436 0.017997007 0.0094939382 0.004287865
## 10 0.0213273553 0.010235224 0.001633480 0.0017292281 0.013721358
## 11 0.0001654039 0.001707040 0.037763175 0.0047122443 0.026841105
## 12 0.0167054934 0.019291414 0.024974276 0.0040991257 0.025857755
## 13 0.0001088556 0.021082632 0.018696905 0.0204459493 0.020782721
## 14 0.0166098046 0.002776522 0.004382109 0.0346375529 0.021843039
## 15 0.0109936899 0.017204004 0.006300514 0.0101020121 0.001479783
## 16 0.0181802721 0.003601451 0.005014762 0.0409427963 0.014020754
## 17 0.0008684669 0.012028860 0.009796412 0.0137070601 0.037034278
## 18 0.0223233990 0.009565153 0.023047859 0.0224158755 0.026599861
## 19 0.0392991538 0.023920715 0.018546330 0.0111727952 0.017586233
## 20 0.0133150303 0.005162463 0.013509464 0.0142961062 0.040630494
## 21 0.0059827228 0.029691707 0.016885039 0.0028654487 0.020747308
## PC23.50 PC24.50 PC25.50 PC26.50 PC27.50
## 1 0.012114720 0.0094417861 0.005294958 0.002012743 0.013727667
## 2 0.022789427 0.0244319393 0.023077430 0.031646744 0.004983032
## 3 0.015860923 0.0105237618 0.033463211 0.008256672 0.014012758
## 4 0.006160452 0.0091902405 0.013274796 0.023506191 0.030570803
## 5 0.033244470 0.0041696083 0.004413228 0.033307539 0.009299084
## 6 0.025278109 0.0248918791 0.014262603 0.003045321 0.002932434
## 7 0.017155873 0.0189879783 0.036493755 0.007240608 0.011685925
## 8 0.006532386 0.0153950713 0.014338033 0.013404488 0.016906016
## 9 0.018692916 0.0170201715 0.024600503 0.011766409 0.007402011
## 10 0.024451006 0.0136231698 0.001959451 0.031170855 0.014719210
## 11 0.009816194 0.0059739319 0.018611671 0.025822425 0.004136018
## 12 0.018095625 0.0068183260 0.003436337 0.016879997 0.007594187
## 13 0.025026082 0.0008077446 0.029811976 0.002738005 0.011030234
## 14 0.003062546 0.0003178231 0.011822688 0.011333390 0.012162201
## 15 0.021909496 0.0221844936 0.012675007 0.016163908 0.013996912
## 16 0.024234955 0.0142068212 0.008604424 0.007032989 0.006573566
## 17 0.033229187 0.0092151373 0.029315282 0.002205597 0.016776723
## 18 0.002215983 0.0246291856 0.039533899 0.007545436 0.006170652
## 19 0.017410280 0.0063199884 0.041741128 0.011241012 0.026531295
## 20 0.007084295 0.0185943544 0.010844615 0.005448896 0.018845067
## 21 0.011529385 0.0248510128 0.016817714 0.006701263 0.003219144
## PC28.50 PC29.50 PC30.50 PC31.50 PC32.50
## 1 0.0255845394 0.011050407 0.048402872 0.017759978 0.014514086
## 2 0.0307676886 0.013948056 0.042075860 0.004499735 0.011916066
## 3 0.0236642831 0.021435048 0.021454496 0.014363198 0.009577620
## 4 0.0230332210 0.031196537 0.015108464 0.037636745 0.020824063
## 5 0.0177794941 0.012593345 0.014068196 0.017370669 0.003597857
## 6 0.0180404239 0.003481406 0.007295083 0.001202209 0.021818156
## 7 0.0015291338 0.018357997 0.022055438 0.010430419 0.019810330
## 8 0.0079974356 0.010743440 0.012143080 0.017783776 0.004334949
## 9 0.0202215632 0.021625613 0.004257236 0.024724147 0.010793176
## 10 0.0156336862 0.008803654 0.012601867 0.004174359 0.002985197
## 11 0.0003579466 0.032402692 0.001930179 0.010390315 0.018919577
## 12 0.0065093773 0.003071156 0.010824531 0.005945130 0.014643613
## 13 0.0346366529 0.009180850 0.039676581 0.008333490 0.009724327
## 14 0.0108023605 0.023517013 0.002080816 0.003181255 0.007849862
## 15 0.0436808791 0.023252297 0.019666219 0.010154236 0.022280202
## 16 0.0201420611 0.029238905 0.020180344 0.011454586 0.002867673
## 17 0.0037381892 0.018598888 0.001219636 0.027985270 0.042074434
## 18 0.0006502502 0.007945921 0.004798055 0.018721575 0.001722040
## 19 0.0412219433 0.021384707 0.011077504 0.005863882 0.016101107
## 20 0.0076901521 0.014301659 0.005576674 0.008902280 0.038486901
## 21 0.0226700029 0.013510914 0.004357482 0.005976028 0.009938745
## PC33.50 PC34.50 PC35.50 PC36.50 PC37.50
## 1 0.004257474 0.0230322985 0.004228707 0.013919346 0.006060915
## 2 0.003290470 0.0175358222 0.011778460 0.005876314 0.017559624
## 3 0.014138344 0.0006488152 0.003352840 0.010613389 0.001177010
## 4 0.017216513 0.0208803279 0.017956477 0.023148045 0.034225183
## 5 0.014466408 0.0040790932 0.011186146 0.010576620 0.019161969
## 6 0.008727249 0.0107511727 0.021484687 0.032968635 0.010066207
## 7 0.023984411 0.0014951231 0.006022188 0.021562865 0.014256674
## 8 0.070436858 0.0222208884 0.030243607 0.005997443 0.004252089
## 9 0.022198613 0.0463595486 0.019166348 0.004387870 0.007129389
## 10 0.019114751 0.0120255242 0.001355074 0.009789433 0.022382828
## 11 0.008990430 0.0087402349 0.010714334 0.002502554 0.004266231
## 12 0.018941810 0.0081385843 0.028795076 0.004565738 0.007414103
## 13 0.004295345 0.0115100049 0.037944145 0.019721200 0.049449440
## 14 0.019647297 0.0173828316 0.014696340 0.029624780 0.020662605
## 15 0.002239369 0.0123471766 0.006373069 0.010947112 0.037017550
## 16 0.007854659 0.0017461873 0.003523513 0.004219849 0.020016314
## 17 0.002870768 0.0104003786 0.013347305 0.017387287 0.001571913
## 18 0.016836679 0.0131869014 0.014779099 0.028092848 0.005949953
## 19 0.025366158 0.0060305240 0.008019843 0.028839537 0.018833127
## 20 0.029518052 0.0115448747 0.008139444 0.008770795 0.036231280
## 21 0.024268889 0.0079030393 0.001158178 0.002187526 0.002132852
## PC38.50 PC39.50 PC40.50 PC41.50 PC42.50
## 1 0.021004263 6.512379e-06 0.005594068 0.012477356 9.094251e-03
## 2 0.008483998 1.944366e-02 0.004911617 0.016544825 6.804155e-03
## 3 0.021121889 1.167423e-02 0.046297027 0.006054332 2.100370e-02
## 4 0.001936499 2.253919e-02 0.013763661 0.018234446 2.394877e-02
## 5 0.006130624 1.113405e-02 0.010169347 0.031349182 1.946398e-02
## 6 0.010748328 4.839365e-02 0.007555933 0.009676640 1.532486e-02
## 7 0.006427212 1.745404e-02 0.021074049 0.006719749 9.407813e-05
## 8 0.003650099 8.797659e-04 0.016613826 0.013519563 2.182742e-02
## 9 0.007958182 2.601923e-03 0.001744477 0.007651826 3.030729e-02
## 10 0.003711882 1.394282e-02 0.042573830 0.003224138 3.238990e-02
## 11 0.023206111 6.482205e-04 0.011678596 0.027360555 6.811210e-03
## 12 0.002471392 1.525229e-02 0.016783201 0.003079813 3.096692e-02
## 13 0.009883776 1.651947e-02 0.012543531 0.005176922 1.284150e-02
## 14 0.014887879 2.018180e-02 0.019578794 0.008043337 1.581613e-04
## 15 0.030976287 5.790322e-03 0.008036488 0.024951492 1.268758e-02
## 16 0.003643394 1.428094e-03 0.018201518 0.048670521 1.531105e-02
## 17 0.014884835 2.821064e-02 0.025488310 0.008059540 2.036331e-02
## 18 0.010549189 2.124026e-02 0.036962347 0.002313443 1.270485e-02
## 19 0.001502887 1.750696e-04 0.000357785 0.016803919 1.408984e-02
## 20 0.007465190 2.348729e-03 0.010886158 0.014079541 2.479572e-02
## 21 0.017632292 3.426540e-02 0.012652499 0.008513003 1.291621e-02
## PC43.50 PC44.50 PC45.50 PC46.50 PC47.50
## 1 0.003859800 0.0224522737 3.039867e-02 0.014451516 0.023350257
## 2 0.025870268 0.0210734158 2.270468e-02 0.019649372 0.021996065
## 3 0.024645444 0.0391257924 1.792010e-02 0.014918303 0.003944670
## 4 0.008844516 0.0173245255 4.533967e-03 0.007415926 0.004281852
## 5 0.041690854 0.0249021196 1.478015e-02 0.015754227 0.027899756
## 6 0.017100043 0.0142447850 7.544264e-03 0.006735028 0.040879558
## 7 0.025441821 0.0034489521 2.373057e-03 0.001165617 0.023025591
## 8 0.005071890 0.0083764360 4.084068e-03 0.007130567 0.023543525
## 9 0.025638410 0.0062154054 8.202022e-03 0.020747391 0.001122818
## 10 0.007774936 0.0136248466 6.899918e-03 0.015437185 0.018541582
## 11 0.000795879 0.0004903914 4.736047e-04 0.001786810 0.021218828
## 12 0.015924592 0.0163349267 4.130735e-02 0.010126927 0.016430223
## 13 0.027387216 0.0047822940 1.369644e-02 0.011028103 0.014846850
## 14 0.000414364 0.0093585961 4.881017e-02 0.015695294 0.016693805
## 15 0.012327293 0.0153328844 3.084319e-03 0.003872223 0.008837437
## 16 0.001605145 0.0074529577 1.312694e-03 0.001676173 0.011613803
## 17 0.006375211 0.0012015240 1.221618e-02 0.015229575 0.004067766
## 18 0.029189045 0.0173184981 1.161915e-06 0.021883359 0.008104742
## 19 0.046305247 0.0227728977 4.282224e-03 0.011845454 0.034604902
## 20 0.012356058 0.0327768402 9.293799e-03 0.020395223 0.030644414
## 21 0.010799224 0.0039900158 7.330942e-03 0.002109297 0.006442321
## PC48.50 PC49.50 PC50.50 PC51.50 PC52.50
## 1 0.0041044850 0.001196755 0.0170451125 0.04650066 0.001842569
## 2 0.0032544164 0.005851927 0.0061513152 0.03929382 0.033265264
## 3 0.0200509846 0.007372473 0.0208309307 0.03849157 0.004252518
## 4 0.0191164475 0.005849950 0.0165306837 0.03794714 0.008881274
## 5 0.0186522351 0.005286181 0.0258272228 0.03489990 0.015408438
## 6 0.0122272684 0.008975692 0.0013177707 0.03230873 0.005803143
## 7 0.0108297882 0.002611124 0.0102166669 0.03134993 0.026137646
## 8 0.0131812142 0.004030878 0.0189340516 0.03005869 0.026442880
## 9 0.0036871116 0.001709257 0.0062403701 0.02907592 0.002930999
## 10 0.0096764839 0.012731327 0.0205016989 0.02891234 0.021633326
## 11 0.0169643900 0.019034109 0.0278684969 0.02850958 0.018949358
## 12 0.0192723332 0.014679402 0.0014358939 0.02842639 0.029473732
## 13 0.0004276145 0.005165856 0.0148577288 0.02577234 0.010937998
## 14 0.0233890647 0.030826123 0.0102615547 0.02393401 0.005630739
## 15 0.0441306887 0.015009847 0.0014120372 0.02272225 0.005435733
## 16 0.0056535034 0.048671768 0.0275296022 0.02255590 0.026505585
## 17 0.0214152455 0.008644322 0.0009013305 0.02131084 0.026298120
## 18 0.0089131138 0.010557901 0.0055357245 0.01992136 0.009049887
## 19 0.0123626017 0.008435817 0.0215834301 0.01967542 0.004889472
## 20 0.0065670447 0.012669433 0.0067770310 0.01892939 0.012817131
## 21 0.0005942735 0.030270919 0.0155641485 0.01886517 0.011721599
## PC53.50 PC54.50 PC55.50 PC56.50 PC57.50
## 1 0.0334005615 0.022208576 0.015060979 0.0266252000 0.0216577643
## 2 0.0014460615 0.012582795 0.010956228 0.0011959113 0.0203059421
## 3 0.0264895088 0.015471750 0.009970268 0.0171239753 0.0204208195
## 4 0.0035079314 0.016682468 0.010452593 0.0340629232 0.0041799317
## 5 0.0240816375 0.004965955 0.020777903 0.0174283978 0.0092653191
## 6 0.0414613455 0.011836283 0.007736112 0.0116623813 0.0029292353
## 7 0.0326605694 0.014328304 0.001738173 0.0148300282 0.0140147292
## 8 0.0052762001 0.018170919 0.009348106 0.0129663081 0.0251931664
## 9 0.0379608313 0.032057193 0.002701520 0.0086863854 0.0256685339
## 10 0.0403311456 0.000547992 0.050612824 0.0125973203 0.0006417965
## 11 0.0239896580 0.022940531 0.019956413 0.0014114125 0.0345738076
## 12 0.0247756465 0.050459155 0.029685995 0.0003145702 0.0063706863
## 13 0.0010831601 0.015396233 0.013479246 0.0058437591 0.0348968597
## 14 0.0023678486 0.004096614 0.023417475 0.0197683709 0.0205936246
## 15 0.0003310062 0.031983590 0.027626463 0.0173797478 0.0005879765
## 16 0.0067752280 0.004764321 0.012098490 0.0173847375 0.0089305646
## 17 0.0350156343 0.016470599 0.023857017 0.0080749649 0.0183184898
## 18 0.0120932326 0.011723738 0.001936032 0.0031441580 0.0104315489
## 19 0.0240110550 0.003472241 0.009614488 0.0287811963 0.0084370519
## 20 0.0112425240 0.012952527 0.008771557 0.0009341546 0.0110941329
## 21 0.0084164123 0.030068502 0.011885115 0.0415885848 0.0054253755
## PC58.50 PC59.50 PC60.50 PC61.50 PC62.50
## 1 0.0094062669 0.0064088133 0.0035529432 0.0265464184 0.0230594742
## 2 0.0113508668 0.0170113237 0.0178330426 0.0169844203 0.0006758373
## 3 0.0365678794 0.0002426167 0.0027713080 0.0143880794 0.0124579160
## 4 0.0322035596 0.0114455837 0.0176314357 0.0009550841 0.0039387227
## 5 0.0150806355 0.0045754059 0.0055820639 0.0033816502 0.0257091467
## 6 0.0013623026 0.0110865822 0.0068777974 0.0018256404 0.0004763906
## 7 0.0322233127 0.0106048859 0.0050090322 0.0025872399 0.0372843347
## 8 0.0409487207 0.0057102701 0.0243726948 0.0042315599 0.0142867096
## 9 0.0128126667 0.0114304209 0.0201215702 0.0158693475 0.0223570487
## 10 0.0052174617 0.0125557911 0.0015494608 0.0250534539 0.0242492514
## 11 0.0005703724 0.0018083873 0.0071341350 0.0287538718 0.0022581916
## 12 0.0084707774 0.0092398274 0.0163669890 0.0067881657 0.0183052132
## 13 0.0081864685 0.0082769177 0.0149502251 0.0028287931 0.0085221090
## 14 0.0108039513 0.0058408764 0.0200524530 0.0170761427 0.0140479593
## 15 0.0144710664 0.0037577225 0.0193812336 0.0068189135 0.0099734183
## 16 0.0094859202 0.0179912196 0.0008404033 0.0180262040 0.0031914290
## 17 0.0116716019 0.0049112652 0.0136558565 0.0288153660 0.0373239206
## 18 0.0053606678 0.0107233646 0.0112861807 0.0059417241 0.0234319257
## 19 0.0209606836 0.0001859973 0.0081974840 0.0077947018 0.0067100558
## 20 0.0410441146 0.0225432489 0.0174576818 0.0333399449 0.0301735035
## 21 0.0192126686 0.0155819095 0.0086626760 0.0174207142 0.0003912263
## PC63.50 PC64.50 PC65.50 PC66.50 PC67.50
## 1 0.0205841234 0.0079861148 0.0201398942 0.0222696638 3.018827e-02
## 2 0.0043123255 0.0045730150 0.0220775947 0.0084886016 6.659960e-03
## 3 0.0055364581 0.0176567713 0.0103799924 0.0001655415 1.124378e-03
## 4 0.0009389781 0.0020680938 0.0265232123 0.0325221308 8.916730e-03
## 5 0.0191843733 0.0097488212 0.0249414399 0.0329722513 9.886671e-03
## 6 0.0122467613 0.0049039762 0.0055854019 0.0196120451 1.108931e-02
## 7 0.0017825756 0.0327889132 0.0199459869 0.0258698679 2.430294e-02
## 8 0.0118479917 0.0233301969 0.0321274258 0.0061115586 4.043560e-03
## 9 0.0121435390 0.0416212060 0.0230215250 0.0159150690 2.720838e-03
## 10 0.0127347178 0.0003502170 0.0156599526 0.0175308086 1.858546e-02
## 11 0.0062318038 0.0229996852 0.0044846118 0.0494768452 1.479443e-02
## 12 0.0028794476 0.0008058106 0.0005078441 0.0055624860 7.965321e-05
## 13 0.0037994269 0.0367848004 0.0173827088 0.0034344512 8.699730e-03
## 14 0.0040058054 0.0067793347 0.0176643694 0.0255842740 9.485408e-03
## 15 0.0037094319 0.0039693320 0.0081797975 0.0457675855 9.370916e-03
## 16 0.0390788541 0.0032544612 0.0078122557 0.0227454942 5.151163e-03
## 17 0.0041764768 0.0079865294 0.0129645629 0.0239976262 4.366769e-03
## 18 0.0451075179 0.0060157216 0.0287482731 0.0134477936 2.781725e-02
## 19 0.0146772136 0.0001243280 0.0096234716 0.0105786711 1.604362e-02
## 20 0.0149459237 0.0053521695 0.0229984761 0.0057182745 1.442347e-02
## 21 0.0107693238 0.0263275157 0.0419232676 0.0166291257 3.882247e-03
## PC68.50 programN.51 PC1.51
## 1 0.001326717 Learning.Analytics 0.005645955
## 2 0.011688841 Leadership 0.029067563
## 3 0.021432177 Early.Childhood.Special.Education 0.004408253
## 4 0.011957627 Inclusive.Education 0.017061507
## 5 0.015697639 Reading 0.020440668
## 6 0.009262591 Dance.Education 0.003061861
## 7 0.023864415 Creative.Technologies 0.006303883
## 8 0.025382880 College.Advising 0.020348543
## 9 0.019958390 Instructional.Technology.and.Media 0.001229961
## 10 0.015989119 Clinical.Psychology 0.022202776
## 11 0.005988132 Politics 0.031089218
## 12 0.011351162 Neuroscience 0.008281349
## 13 0.035669004 Motor.Learning.and.Control 0.010361015
## 14 0.006262292 Social.Organizational.Psychology 0.031841017
## 15 0.021899326 English.Education 0.009278718
## 16 0.007559992 Education.Technology 0.010341837
## 17 0.030231825 Measurement..Evaluation.and.Statistics 0.006434911
## 18 0.010948164 Design.and.Development.of.Digital.Games 0.006355681
## 19 0.012191777 Psychological.Counseling 0.005675797
## 20 0.019430204 Music 0.001331327
## 21 0.005694856 International.and.Comparative.Education 0.021131016
## PC2.51 PC3.51 PC4.51 PC5.51 PC6.51
## 1 0.002782266 0.048876967 0.0065973590 0.001854961 0.0256304790
## 2 0.008565375 0.008636481 0.0309221908 0.003686220 0.0018731048
## 3 0.025552068 0.022388206 0.0313996215 0.016186983 0.0075348165
## 4 0.010920638 0.003218646 0.0005861185 0.022383499 0.0297825498
## 5 0.001183486 0.007979803 0.0150766710 0.028443466 0.0131204338
## 6 0.002731713 0.023564074 0.0139166169 0.029933153 0.0161084934
## 7 0.009043693 0.038537829 0.0179023826 0.004379405 0.0164805896
## 8 0.009774807 0.016338615 0.0086642029 0.024373204 0.0146771685
## 9 0.001435074 0.041150859 0.0139205598 0.005302009 0.0184542485
## 10 0.037195249 0.003162028 0.0011901552 0.004759591 0.0145551406
## 11 0.016924948 0.002959034 0.0239706237 0.007268134 0.0004427211
## 12 0.034657422 0.027410759 0.0046522158 0.006940352 0.0170801532
## 13 0.007760468 0.027788718 0.0129907983 0.017326761 0.0177154862
## 14 0.008441504 0.011637985 0.0017916352 0.009742845 0.0136477547
## 15 0.003928365 0.005488123 0.0531405663 0.009994085 0.0057419804
## 16 0.014739512 0.040494080 0.0014398348 0.026545860 0.0035173959
## 17 0.001654446 0.043261757 0.0090647142 0.005170621 0.0293884964
## 18 0.014408881 0.044990699 0.0313386025 0.012099339 0.0200423506
## 19 0.030173588 0.013259392 0.0271907105 0.023092825 0.0185385286
## 20 0.009494630 0.022176398 0.0040015203 0.033295249 0.0005785762
## 21 0.021317674 0.001573788 0.0026405401 0.015324399 0.0156102970
## PC7.51 PC8.51 PC9.51 PC10.51 PC11.51
## 1 0.0233082384 0.0235058202 0.0094323359 0.0153262453 0.019862654
## 2 0.0036920279 0.0135943024 0.0147786343 0.0115999829 0.016322518
## 3 0.0212184000 0.0177969933 0.0302784511 0.0153284004 0.010667771
## 4 0.0152540510 0.0071218003 0.0093675312 0.0180083256 0.035648246
## 5 0.0029247239 0.0232753503 0.0041923219 0.0131786178 0.015192894
## 6 0.0474102038 0.0171934839 0.0024157936 0.0234615127 0.015475103
## 7 0.0152499965 0.0294834356 0.0105116641 0.0101118600 0.015184988
## 8 0.0109723742 0.0150352054 0.0018656180 0.0199292707 0.024379145
## 9 0.0156882776 0.0170612770 0.0008755746 0.0064278971 0.039745771
## 10 0.0204610368 0.0096703098 0.0075347504 0.0044329389 0.000315626
## 11 0.0068301255 0.0207581111 0.0092240282 0.0224597790 0.007698439
## 12 0.0031980504 0.0060050438 0.0244517677 0.0084495571 0.001281742
## 13 0.0009343611 0.0287982992 0.0033622589 0.0048056787 0.025400037
## 14 0.0032897977 0.0243186267 0.0219437547 0.0132336368 0.033316284
## 15 0.0085288709 0.0073043121 0.0056194745 0.0274263942 0.005615917
## 16 0.0120136951 0.0034680911 0.0062469168 0.0001833444 0.007110892
## 17 0.0206070828 0.0014070944 0.0179862196 0.0238703915 0.013005861
## 18 0.0034495169 0.0046244582 0.0039475303 0.0175316831 0.008619621
## 19 0.0011510428 0.0006924103 0.0179944007 0.0007766548 0.022709513
## 20 0.0398136107 0.0079498414 0.0232273438 0.0144477798 0.024454916
## 21 0.0005809751 0.0495759211 0.0095036013 0.0015536521 0.040582918
## PC12.51 PC13.51 PC14.51 PC15.51 PC16.51
## 1 0.011695803 0.0341390013 5.865174e-04 0.012734843 0.009187963
## 2 0.056382300 0.0143564240 2.080775e-02 0.004391348 0.016402759
## 3 0.010888186 0.0047609933 2.038593e-02 0.010280524 0.007284086
## 4 0.013713649 0.0006533485 1.226104e-02 0.020385249 0.012446626
## 5 0.032431938 0.0292802971 1.919035e-03 0.010704368 0.006045508
## 6 0.013925381 0.0227163619 3.526774e-03 0.001295207 0.001816857
## 7 0.004083316 0.0175345238 8.110235e-05 0.011179291 0.025003269
## 8 0.001667794 0.0382673370 5.897418e-03 0.019274826 0.012794286
## 9 0.031527978 0.0266299592 2.496703e-03 0.010179991 0.025128055
## 10 0.021808217 0.0003086636 6.200889e-03 0.003828789 0.004582990
## 11 0.004691874 0.0041233037 1.410260e-02 0.010046617 0.020743826
## 12 0.009221666 0.0026982800 9.149750e-04 0.038533198 0.030638579
## 13 0.048894719 0.0019432972 7.958437e-03 0.016469461 0.003954822
## 14 0.027240108 0.0183521730 1.520881e-02 0.015892774 0.018681853
## 15 0.007881216 0.0034628875 7.916287e-04 0.024252315 0.024049301
## 16 0.011552105 0.0390417431 3.314764e-02 0.010398024 0.030173068
## 17 0.025791954 0.0303641121 1.805421e-02 0.008045789 0.011166111
## 18 0.022174927 0.0136066046 2.651532e-02 0.017832544 0.011643175
## 19 0.005072075 0.0051420483 2.445789e-02 0.007805007 0.011878138
## 20 0.021981160 0.0185234630 1.191867e-02 0.025923882 0.008021661
## 21 0.007378154 0.0044826857 1.144092e-02 0.012250836 0.002374252
## PC17.51 PC18.51 PC19.51 PC20.51 PC21.51
## 1 0.0061049139 1.079038e-02 0.0004799608 0.019093037 0.0042711709
## 2 0.0003313023 1.242830e-02 0.0162487585 0.004222065 0.0034202436
## 3 0.0000681285 1.351379e-03 0.0031249736 0.057706894 0.0045426515
## 4 0.0287832542 4.493760e-02 0.0109104699 0.013056997 0.0002768048
## 5 0.0360861494 1.941683e-02 0.0395664288 0.034915387 0.0136972845
## 6 0.0375070479 1.670549e-02 0.0192914142 0.024974276 0.0040991257
## 7 0.0157504987 7.826559e-03 0.0276004636 0.025465545 0.0238319011
## 8 0.0355156853 1.476401e-02 0.0142350935 0.033777986 0.0041214729
## 9 0.0011513687 1.818027e-02 0.0036014507 0.005014762 0.0409427963
## 10 0.0406961358 4.627692e-03 0.0098596078 0.008355508 0.0065518197
## 11 0.0165994936 8.684669e-04 0.0120288599 0.009796412 0.0137070601
## 12 0.0046173443 2.223775e-02 0.0113927692 0.001406500 0.0200360698
## 13 0.0086730310 1.402243e-03 0.0161430408 0.004918364 0.0135797185
## 14 0.0015579368 1.338399e-02 0.0121853733 0.002579359 0.0008305934
## 15 0.0088987259 3.737604e-02 0.0296107076 0.022473493 0.0119503698
## 16 0.0251565088 9.632558e-06 0.0103787766 0.006710492 0.0099926366
## 17 0.0075813830 3.109251e-02 0.0096051825 0.016777008 0.0028087050
## 18 0.0056585626 2.132736e-02 0.0102352240 0.001633480 0.0017292281
## 19 0.0177122036 2.923849e-02 0.0198159657 0.013080943 0.0434413242
## 20 0.0151384369 1.019188e-02 0.0165709135 0.021952516 0.0395126697
## 21 0.0060490029 1.015209e-02 0.0226152703 0.016462858 0.0197272744
## PC22.51 PC23.51 PC24.51 PC25.51 PC26.51
## 1 0.0018587447 0.0279080183 0.0142569460 0.014164623 0.011905362
## 2 0.0006403948 0.0259457104 0.0174972465 0.010240777 0.006225971
## 3 0.0004601013 0.0107230761 0.0040069641 0.007674211 0.014624062
## 4 0.0121534748 0.0227894270 0.0244319393 0.023077430 0.031646744
## 5 0.0012552236 0.0014978695 0.0160532210 0.017388394 0.019136366
## 6 0.0258577548 0.0180956248 0.0068183260 0.003436337 0.016879997
## 7 0.0115289516 0.0006137766 0.0009855782 0.053093439 0.010075115
## 8 0.0062544847 0.0258136432 0.0350245697 0.018872014 0.021295014
## 9 0.0140207537 0.0242349548 0.0142068212 0.008604424 0.007032989
## 10 0.0112093208 0.0065323858 0.0153950713 0.014338033 0.013404488
## 11 0.0370342785 0.0332291872 0.0092151373 0.029315282 0.002205597
## 12 0.0169055111 0.0171558732 0.0189879783 0.036493755 0.007240608
## 13 0.0380763440 0.0226396714 0.0076574352 0.040698688 0.012431671
## 14 0.0269720332 0.0159834312 0.0205031336 0.001598078 0.027656492
## 15 0.0140340932 0.0073401987 0.0269439299 0.002960252 0.017200132
## 16 0.0164255942 0.0111433760 0.0039617487 0.019214883 0.015449554
## 17 0.0062915205 0.0112868795 0.0152568543 0.001503895 0.006819988
## 18 0.0137213581 0.0244510058 0.0136231698 0.001959451 0.031170855
## 19 0.0022734514 0.0082321613 0.0044123689 0.002787222 0.006663096
## 20 0.0198097724 0.0304758180 0.0093538918 0.016590496 0.005118102
## 21 0.0167011457 0.0097039926 0.0031659007 0.028178329 0.015454890
## PC27.51 PC28.51 PC29.51 PC30.51 PC31.51
## 1 0.000689891 0.001272501 0.0026020799 0.0051363451 0.0167452551
## 2 0.023757233 0.011214971 0.0148710250 0.0017743965 0.0014849045
## 3 0.004040711 0.011303206 0.0111171602 0.0027024728 0.0317802267
## 4 0.004983032 0.030767689 0.0139480559 0.0420758605 0.0044997353
## 5 0.026784552 0.013876964 0.0004192801 0.0188599964 0.0181028520
## 6 0.007594187 0.006509377 0.0030711560 0.0108245315 0.0059451298
## 7 0.027294153 0.033422939 0.0053218395 0.0192456939 0.0202417973
## 8 0.012517448 0.010655971 0.0135158414 0.0057926046 0.0006276715
## 9 0.006573566 0.020142061 0.0292389054 0.0201803444 0.0114545862
## 10 0.016906016 0.007997436 0.0107434404 0.0121430804 0.0177837763
## 11 0.016776723 0.003738189 0.0185988883 0.0012196358 0.0279852696
## 12 0.011685925 0.001529134 0.0183579973 0.0220554381 0.0104304188
## 13 0.011483059 0.036482363 0.0107440518 0.0059635089 0.0026539200
## 14 0.015701324 0.014740161 0.0144482302 0.0052878618 0.0190117255
## 15 0.027199242 0.012703029 0.0164621682 0.0293205024 0.0106515821
## 16 0.001235330 0.005160180 0.0005887637 0.0137612984 0.0017193402
## 17 0.011248786 0.015458220 0.0062046542 0.0472040901 0.0016926689
## 18 0.014719210 0.015633686 0.0088036535 0.0126018668 0.0041743585
## 19 0.014710568 0.030881220 0.0103775123 0.0001298397 0.0081691680
## 20 0.006343802 0.008623215 0.0068231992 0.0089795277 0.0054854926
## 21 0.004233637 0.016619531 0.0044553004 0.0012666083 0.0315345745
## PC32.51 PC33.51 PC34.51 PC35.51 PC36.51
## 1 0.020330249 0.015716056 0.0116936591 0.044861974 0.0009660533
## 2 0.021058662 0.003893658 0.0129199735 0.008607848 0.0118435196
## 3 0.018387776 0.022650238 0.0037229312 0.009492371 0.0157418244
## 4 0.011916066 0.003290470 0.0175358222 0.011778460 0.0058763136
## 5 0.003187959 0.013460090 0.0232013411 0.020187266 0.0105016730
## 6 0.014643613 0.018941810 0.0081385843 0.028795076 0.0045657375
## 7 0.015027971 0.011214073 0.0027082578 0.023695345 0.0131949955
## 8 0.023731699 0.011855263 0.0062683245 0.017920449 0.0147256999
## 9 0.002867673 0.007854659 0.0017461873 0.003523513 0.0042198495
## 10 0.004334949 0.070436858 0.0222208884 0.030243607 0.0059974433
## 11 0.042074434 0.002870768 0.0104003786 0.013347305 0.0173872873
## 12 0.019810330 0.023984411 0.0014951231 0.006022188 0.0215628649
## 13 0.041612714 0.015558661 0.0038387414 0.013510519 0.0071777203
## 14 0.019620497 0.017080563 0.0258637546 0.014100095 0.0142767216
## 15 0.020075674 0.003195137 0.0270470011 0.007447188 0.0006196092
## 16 0.015130442 0.020596939 0.0337535404 0.006598693 0.0231761074
## 17 0.008458964 0.017022131 0.0009184801 0.037991130 0.0038771189
## 18 0.002985197 0.019114751 0.0120255242 0.001355074 0.0097894326
## 19 0.018454614 0.029560818 0.0123647695 0.018798020 0.0028557961
## 20 0.012908750 0.003707528 0.0332421854 0.001567064 0.0282139147
## 21 0.014918296 0.018629984 0.0186326257 0.010350318 0.0350654458
## PC37.51 PC38.51 PC39.51 PC40.51 PC41.51
## 1 0.002204138 0.010954433 0.0048911315 3.438280e-02 1.542802e-02
## 2 0.012568097 0.011674683 0.0000855609 8.563728e-03 1.014755e-02
## 3 0.023362478 0.011820366 0.0023819566 4.168525e-03 2.063920e-02
## 4 0.017559624 0.008483998 0.0194436570 4.911617e-03 1.654482e-02
## 5 0.003822905 0.006886882 0.0139807889 3.124790e-02 1.924501e-02
## 6 0.007414103 0.002471392 0.0152522862 1.678320e-02 3.079813e-03
## 7 0.012710493 0.025403862 0.0276109560 1.491221e-02 6.551731e-03
## 8 0.019021704 0.044370356 0.0013225617 1.876905e-02 9.751090e-03
## 9 0.020016314 0.003643394 0.0014280935 1.820152e-02 4.867052e-02
## 10 0.004252089 0.003650099 0.0008797659 1.661383e-02 1.351956e-02
## 11 0.001571913 0.014884835 0.0282106408 2.548831e-02 8.059540e-03
## 12 0.014256674 0.006427212 0.0174540399 2.107405e-02 6.719749e-03
## 13 0.007956551 0.006085835 0.0151419351 2.442443e-02 1.884292e-02
## 14 0.007266692 0.014308223 0.0030882929 5.811366e-04 1.472616e-02
## 15 0.014537090 0.007350681 0.0399378925 1.928240e-03 4.918339e-03
## 16 0.048080238 0.019885236 0.0041671640 1.610367e-02 2.694603e-02
## 17 0.037920854 0.010920916 0.0168818969 7.955152e-03 9.891196e-03
## 18 0.022382828 0.003711882 0.0139428249 4.257383e-02 3.224138e-03
## 19 0.028679038 0.019406810 0.0047176094 8.846041e-05 3.456438e-02
## 20 0.025684928 0.015024316 0.0115403387 1.881309e-02 8.162331e-05
## 21 0.030096368 0.019489996 0.0075449269 7.898263e-05 8.608210e-03
## PC42.51 PC43.51 PC44.51 PC45.51 PC46.51
## 1 7.578696e-04 0.031790385 0.012790029 0.018912153 0.024326783
## 2 3.522605e-03 0.003463866 0.005679830 0.022351550 0.035341457
## 3 1.708565e-02 0.021299853 0.008455949 0.029359882 0.004285109
## 4 6.804155e-03 0.025870268 0.021073416 0.022704675 0.019649372
## 5 6.949625e-03 0.037512499 0.005468838 0.002573854 0.004765132
## 6 3.096692e-02 0.015924592 0.016334927 0.041307348 0.010126927
## 7 2.801652e-02 0.009297284 0.023504665 0.020137958 0.022286234
## 8 5.085027e-03 0.028797715 0.001913999 0.018245926 0.006393659
## 9 1.531105e-02 0.001605145 0.007452958 0.001312694 0.001676173
## 10 2.182742e-02 0.005071890 0.008376436 0.004084068 0.007130567
## 11 2.036331e-02 0.006375211 0.001201524 0.012216181 0.015229575
## 12 9.407813e-05 0.025441821 0.003448952 0.002373057 0.001165617
## 13 1.510858e-02 0.018589551 0.027178517 0.004424083 0.021497245
## 14 4.452173e-03 0.022892589 0.026131958 0.023149709 0.021352170
## 15 1.712606e-03 0.002421392 0.028166659 0.010476676 0.015160754
## 16 3.763938e-02 0.023721813 0.016684992 0.019832347 0.010580637
## 17 2.006601e-02 0.013458194 0.018695727 0.006630258 0.010518328
## 18 3.238990e-02 0.007774936 0.013624847 0.006899918 0.015437185
## 19 1.836452e-02 0.007491548 0.055101508 0.014123210 0.043293162
## 20 3.426589e-03 0.009059190 0.003960035 0.010282711 0.022720178
## 21 4.897263e-03 0.031992737 0.000470291 0.016489206 0.011233530
## PC47.51 PC48.51 PC49.51 PC50.51 PC51.51
## 1 0.0057004950 0.002119443 0.007807132 0.0257200185 0.0118096775
## 2 0.0160252010 0.029490397 0.026998154 0.0077464977 0.0172849563
## 3 0.0235066539 0.022509523 0.016686431 0.0247123911 0.0174451145
## 4 0.0219960654 0.003254416 0.005851927 0.0061513152 0.0392938182
## 5 0.0004688775 0.006352392 0.005535342 0.0028123314 0.0091977040
## 6 0.0164302227 0.019272333 0.014679402 0.0014358939 0.0284263899
## 7 0.0089619234 0.010819072 0.023067268 0.0025410549 0.0068262164
## 8 0.0020170834 0.013948120 0.000675580 0.0184273011 0.0134668851
## 9 0.0116138027 0.005653503 0.048671768 0.0275296022 0.0225559026
## 10 0.0235435253 0.013181214 0.004030878 0.0189340516 0.0300586945
## 11 0.0040677660 0.021415245 0.008644322 0.0009013305 0.0213108368
## 12 0.0230255906 0.010829788 0.002611124 0.0102166669 0.0313499301
## 13 0.0210493396 0.039056331 0.007531165 0.0236754328 0.0154326407
## 14 0.0004494576 0.012716111 0.019931017 0.0288598698 0.0117085853
## 15 0.0024067526 0.047691461 0.014883303 0.0080353999 0.0006677501
## 16 0.0096893428 0.012353149 0.013607762 0.0082460644 0.0055778764
## 17 0.0102753241 0.008846563 0.020997691 0.0158671679 0.0078240958
## 18 0.0185415819 0.009676484 0.012731327 0.0205016989 0.0289123414
## 19 0.0069080557 0.011986242 0.007858785 0.0077718093 0.0007122451
## 20 0.0149340891 0.002508383 0.027603506 0.0123742531 0.0049943191
## 21 0.0156594331 0.007727190 0.017799228 0.0147265770 0.0080287803
## PC52.51 PC53.51 PC54.51 PC55.51 PC56.51
## 1 0.04842527 0.034732321 0.0147438510 0.0001741339 0.0074701610
## 2 0.03893238 0.007570575 0.0153388685 0.0294006112 0.0343730458
## 3 0.03733207 0.001900268 0.0261463582 0.0097246318 0.0421240490
## 4 0.03326526 0.001446061 0.0125827955 0.0109562284 0.0011959113
## 5 0.03292341 0.011659071 0.0232261491 0.0259331015 0.0181915709
## 6 0.02947373 0.024775646 0.0504591551 0.0296859948 0.0003145702
## 7 0.02765852 0.002635383 0.0026470887 0.0168570773 0.0009952676
## 8 0.02753447 0.007970080 0.0027662226 0.0045494981 0.0181389022
## 9 0.02650559 0.006775228 0.0047643213 0.0120984899 0.0173847375
## 10 0.02644288 0.005276200 0.0181709192 0.0093481064 0.0129663081
## 11 0.02629812 0.035015634 0.0164705989 0.0238570168 0.0080749649
## 12 0.02613765 0.032660569 0.0143283040 0.0017381732 0.0148300282
## 13 0.02488781 0.007398414 0.0111963175 0.0067305232 0.0091918884
## 14 0.02342143 0.021575074 0.0161880548 0.0085273782 0.0168627412
## 15 0.02241694 0.004682859 0.0098045072 0.0003477724 0.0338410841
## 16 0.02230042 0.009894996 0.0021540562 0.0228900802 0.0066379636
## 17 0.02227350 0.012351382 0.0002232964 0.0169745055 0.0305796396
## 18 0.02163333 0.040331146 0.0005479920 0.0506128239 0.0125973203
## 19 0.02125362 0.016209640 0.0001327207 0.0018413514 0.0193079703
## 20 0.02102658 0.021806343 0.0229360323 0.0016926755 0.0483129522
## 21 0.02050468 0.009120534 0.0252850929 0.0214486162 0.0049754763
## PC57.51 PC58.51 PC59.51 PC60.51 PC61.51
## 1 1.834927e-02 0.0214583591 0.0062059528 0.0043946798 0.019339718
## 2 1.399843e-02 0.0331325409 0.0329276914 0.0231136116 0.009105700
## 3 5.518043e-04 0.0043324004 0.0184290887 0.0332279822 0.013542498
## 4 2.030594e-02 0.0113508668 0.0170113237 0.0178330426 0.016984420
## 5 1.999525e-02 0.0091488981 0.0108802410 0.0258148884 0.016587886
## 6 6.370686e-03 0.0084707774 0.0092398274 0.0163669890 0.006788166
## 7 2.822010e-03 0.0055128938 0.0008688294 0.0223367110 0.001179959
## 8 5.190003e-05 0.0097139029 0.0465074616 0.0327891300 0.005858272
## 9 8.930565e-03 0.0094859202 0.0179912196 0.0008404033 0.018026204
## 10 2.519317e-02 0.0409487207 0.0057102701 0.0243726948 0.004231560
## 11 1.831849e-02 0.0116716019 0.0049112652 0.0136558565 0.028815366
## 12 1.401473e-02 0.0322233127 0.0106048859 0.0050090322 0.002587240
## 13 1.357791e-02 0.0152486166 0.0036510912 0.0218361221 0.011779554
## 14 1.525415e-02 0.0143262533 0.0212396008 0.0250836070 0.027694334
## 15 6.799493e-03 0.0045794819 0.0035929535 0.0021104248 0.011671938
## 16 1.506002e-02 0.0125730627 0.0070863118 0.0161317622 0.021836115
## 17 5.040301e-02 0.0228740493 0.0170088588 0.0200689902 0.028272692
## 18 6.417965e-04 0.0052174617 0.0125557911 0.0015494608 0.025053454
## 19 2.492916e-02 0.0001651332 0.0240504419 0.0024020792 0.029062510
## 20 1.018414e-02 0.0078136921 0.0021907568 0.0009684508 0.029856896
## 21 1.764539e-02 0.0127410397 0.0018245179 0.0124205041 0.018988928
## PC62.51 PC63.51 PC64.51 PC65.51 PC66.51
## 1 0.0247199554 0.003478084 0.0309944333 9.459517e-03 0.008111490
## 2 0.0110483910 0.007330237 0.0156091167 1.216044e-02 0.022178441
## 3 0.0150148673 0.026840548 0.0072716741 8.621503e-03 0.001465802
## 4 0.0006758373 0.004312326 0.0045730150 2.207759e-02 0.008488602
## 5 0.0295861388 0.018921778 0.0086562750 1.188943e-02 0.013859452
## 6 0.0183052132 0.002879448 0.0008058106 5.078441e-04 0.005562486
## 7 0.0069445754 0.025170782 0.0237099683 3.228760e-02 0.004156180
## 8 0.0087468265 0.002526312 0.0182435517 8.007964e-03 0.016319285
## 9 0.0031914290 0.039078854 0.0032544612 7.812256e-03 0.022745494
## 10 0.0142867096 0.011847992 0.0233301969 3.212743e-02 0.006111559
## 11 0.0373239206 0.004176477 0.0079865294 1.296456e-02 0.023997626
## 12 0.0372843347 0.001782576 0.0327889132 1.994599e-02 0.025869868
## 13 0.0142687579 0.002854571 0.0211573070 1.103038e-02 0.003632873
## 14 0.0365043274 0.011262627 0.0106814335 1.522239e-02 0.005009302
## 15 0.0065130007 0.016457479 0.0226606265 1.668568e-02 0.023528320
## 16 0.0191882290 0.003004076 0.0119618608 2.221133e-02 0.029049346
## 17 0.0048149618 0.012401349 0.0093039685 9.480562e-05 0.012938499
## 18 0.0242492514 0.012734718 0.0003502170 1.565995e-02 0.017530809
## 19 0.0022094006 0.007052124 0.0007189327 2.026093e-02 0.002539966
## 20 0.0059643847 0.013778415 0.0349634475 1.900396e-02 0.003949686
## 21 0.0200988905 0.019861377 0.0070435772 2.828505e-02 0.041175149
## PC67.51 PC68.51 programN.52
## 1 1.888166e-02 0.007006498 Philosophy
## 2 2.077937e-02 0.009362107 Design.and.Development.of.Digital.Games
## 3 7.717288e-04 0.005502424 Sexuality..Women.and.Gender.in.Psychology
## 4 6.659960e-03 0.011688841 Health.Education
## 5 2.697612e-02 0.001241006 Spirituality.Mind.Body
## 6 7.965321e-05 0.011351162 Politics
## 7 2.353511e-02 0.001711083 Learning.Analytics
## 8 1.333116e-02 0.022138843 History
## 9 5.151163e-03 0.007559992 Neuroscience
## 10 4.043560e-03 0.025382880 School.Psychology
## 11 4.366769e-03 0.030231825 Communication.Sciences.and.Disorders
## 12 2.430294e-02 0.023864415 Deaf.and.Hard.of.Hearing
## 13 9.627359e-03 0.002717005 Dance.Education
## 14 3.840213e-02 0.019279301 Counseling.Psychology
## 15 3.120868e-02 0.018018987 Education.Leadership
## 16 1.378417e-02 0.028552006 Bilingual.Bicultural.Education
## 17 1.220094e-02 0.008281115 Nursing
## 18 1.858546e-02 0.015989119 Mathematics
## 19 4.856063e-03 0.003775663 Science.Education
## 20 4.902395e-03 0.001528049 Social.Studies
## 21 1.131067e-02 0.027398185 Behavior.Analysis
## PC1.52 PC2.52 PC3.52 PC4.52 PC5.52
## 1 0.0071900348 0.0057263717 0.0015601839 0.009214838 0.021638555
## 2 0.0063556814 0.0144088809 0.0449906991 0.031338602 0.012099339
## 3 0.0216615570 0.0269603435 0.0039637231 0.012604293 0.023231967
## 4 0.0089287273 0.0341478058 0.0143069974 0.018851937 0.005280302
## 5 0.0189628490 0.0254466007 0.0047636957 0.001337290 0.027049326
## 6 0.0310892184 0.0169249482 0.0029590339 0.023970624 0.007268134
## 7 0.0056459553 0.0027822662 0.0488769671 0.006597359 0.001854961
## 8 0.0266635454 0.0024427805 0.0015556889 0.002129030 0.053094195
## 9 0.0082813494 0.0346574223 0.0274107594 0.004652216 0.006940352
## 10 0.0141583324 0.0113416191 0.0090697886 0.005333568 0.006691396
## 11 0.0122222491 0.0216053193 0.0114353776 0.021696895 0.011556281
## 12 0.0004832062 0.0302956435 0.0003625311 0.033272279 0.008320232
## 13 0.0030618612 0.0027317126 0.0235640740 0.013916617 0.029933153
## 14 0.0123253710 0.0297787506 0.0088381747 0.012944995 0.028289532
## 15 0.0239817584 0.0047880169 0.0006161223 0.014156687 0.025750436
## 16 0.0276069141 0.0134069750 0.0068110215 0.028329843 0.005426524
## 17 0.0006894445 0.0318560955 0.0102831322 0.014918717 0.019532896
## 18 0.0047741638 0.0018231510 0.0463887703 0.008716536 0.018786976
## 19 0.0001849125 0.0063566748 0.0161918004 0.016167817 0.016481645
## 20 0.0179973774 0.0006640169 0.0110332751 0.005623037 0.017457209
## 21 0.0117921579 0.0294421418 0.0172199379 0.009145169 0.003089912
## PC6.52 PC7.52 PC8.52 PC9.52 PC10.52
## 1 0.0219661202 0.001496165 0.0073674683 0.001982901 0.062273522
## 2 0.0200423506 0.003449517 0.0046244582 0.003947530 0.017531683
## 3 0.0241148815 0.016476556 0.0133393896 0.020629130 0.013306482
## 4 0.0292497995 0.006062952 0.0003695185 0.024513906 0.019777162
## 5 0.0153863042 0.019875643 0.0018854097 0.031791399 0.008662650
## 6 0.0004427211 0.006830126 0.0207581111 0.009224028 0.022459779
## 7 0.0256304790 0.023308238 0.0235058202 0.009432336 0.015326245
## 8 0.0056032077 0.002422623 0.0158731531 0.001431406 0.002892222
## 9 0.0170801532 0.003198050 0.0060050438 0.024451768 0.008449557
## 10 0.0365560870 0.011510206 0.0160879548 0.031969633 0.003929108
## 11 0.0310619020 0.045103579 0.0201804760 0.003670227 0.010080033
## 12 0.0176110527 0.029480553 0.0111934079 0.017047241 0.014815810
## 13 0.0161084934 0.047410204 0.0171934839 0.002415794 0.023461513
## 14 0.0179568214 0.022942736 0.0058531308 0.013784837 0.003363009
## 15 0.0036752154 0.014110727 0.0126121955 0.002085505 0.038295848
## 16 0.0187132195 0.028402924 0.0043779484 0.021853686 0.022701633
## 17 0.0130448130 0.008519062 0.0026309260 0.005337466 0.023553428
## 18 0.0074538327 0.011699476 0.0227874887 0.005242621 0.026662334
## 19 0.0569476990 0.009092715 0.0104372384 0.027654292 0.003067825
## 20 0.0315435640 0.042443185 0.0446486045 0.012576202 0.004190068
## 21 0.0114224457 0.002099494 0.0218668887 0.019010098 0.007569447
## PC11.52 PC12.52 PC13.52 PC14.52 PC15.52
## 1 2.398438e-03 0.0278566952 0.027096598 0.0478350443 0.005092429
## 2 8.619621e-03 0.0221749270 0.013606605 0.0265153220 0.017832544
## 3 2.809926e-02 0.0135083558 0.009599042 0.0028277341 0.024154270
## 4 1.229489e-02 0.0257553935 0.030620175 0.0212227537 0.007262228
## 5 6.241734e-04 0.0038692109 0.003761999 0.0334570432 0.004838191
## 6 7.698439e-03 0.0046918736 0.004123304 0.0141025964 0.010046617
## 7 1.986265e-02 0.0116958026 0.034139001 0.0005865174 0.012734843
## 8 5.277345e-03 0.0166711748 0.001314698 0.0225753122 0.014450027
## 9 1.281742e-03 0.0092216656 0.002698280 0.0009149750 0.038533198
## 10 4.100355e-03 0.0029588824 0.001883519 0.0346521165 0.026257248
## 11 2.732295e-02 0.0030804587 0.006312908 0.0127541932 0.008631775
## 12 1.543842e-02 0.0179482131 0.028144542 0.0051460533 0.025029745
## 13 1.547510e-02 0.0139253809 0.022716362 0.0035267745 0.001295207
## 14 1.487630e-02 0.0131818062 0.001739067 0.0032680598 0.037758039
## 15 1.800750e-02 0.0194374922 0.013470818 0.0520323442 0.016605594
## 16 2.662356e-02 0.0052358326 0.010073129 0.0011944513 0.009495290
## 17 6.672129e-05 0.0056246625 0.018660846 0.0135071313 0.015926143
## 18 7.351706e-03 0.0002360754 0.012818297 0.0397456821 0.024119780
## 19 1.260144e-02 0.0171414865 0.026644783 0.0242395828 0.024290938
## 20 8.267224e-03 0.0046444189 0.011074184 0.0294952669 0.015840507
## 21 6.861169e-03 0.0031847347 0.023743385 0.0428121100 0.007447514
## PC16.52 PC17.52 PC18.52 PC19.52 PC20.52
## 1 0.001859075 0.0103639658 0.0248252745 0.0126087472 0.010017276
## 2 0.011643175 0.0056585626 0.0213273553 0.0102352240 0.001633480
## 3 0.003440244 0.0041580796 0.0130532772 0.0139754359 0.017997007
## 4 0.005321750 0.0211236012 0.0125916567 0.0112701422 0.009007826
## 5 0.010811923 0.0056265415 0.0253745261 0.0283564592 0.001906876
## 6 0.020743826 0.0165994936 0.0008684669 0.0120288599 0.009796412
## 7 0.009187963 0.0061049139 0.0107903838 0.0004799608 0.019093037
## 8 0.007566383 0.0086314728 0.0152790336 0.0118846673 0.004470544
## 9 0.030638579 0.0046173443 0.0222377474 0.0113927692 0.001406500
## 10 0.005438831 0.0350320756 0.0410151501 0.0018803761 0.019524309
## 11 0.014593970 0.0006396479 0.0006730579 0.0210853325 0.001082123
## 12 0.025337306 0.0144666111 0.0215054840 0.0129704117 0.009701404
## 13 0.001816857 0.0375070479 0.0167054934 0.0192914142 0.024974276
## 14 0.011238361 0.0103382843 0.0120111436 0.0088662990 0.016796180
## 15 0.005221424 0.0363839623 0.0093520641 0.0075668795 0.011437563
## 16 0.015421788 0.0042930855 0.0015598852 0.0013412938 0.015515080
## 17 0.014508125 0.0233019901 0.0392991538 0.0239207147 0.018546330
## 18 0.020222250 0.0046754910 0.0001654039 0.0017070405 0.037763175
## 19 0.010020918 0.0109400901 0.0042956585 0.0114814416 0.010633742
## 20 0.002239219 0.0225297196 0.0022759901 0.0171239647 0.005482647
## 21 0.008750594 0.0240979897 0.0096858683 0.0487015961 0.013158863
## PC21.52 PC22.52 PC23.52 PC24.52 PC25.52
## 1 0.0001345493 0.008186898 2.527811e-02 0.024891879 0.014262603
## 2 0.0017292281 0.013721358 2.445101e-02 0.013623170 0.001959451
## 3 0.0094939382 0.004287865 1.869292e-02 0.017020172 0.024600503
## 4 0.0210301845 0.009541089 8.640952e-03 0.008264837 0.002500797
## 5 0.0137954478 0.002079064 1.751424e-02 0.014239775 0.014382336
## 6 0.0137070601 0.037034278 3.322919e-02 0.009215137 0.029315282
## 7 0.0042711709 0.001858745 2.790802e-02 0.014256946 0.014164623
## 8 0.0121759984 0.024553718 1.211472e-02 0.009441786 0.005294958
## 9 0.0200360698 0.016905511 1.715587e-02 0.018987978 0.036493755
## 10 0.0233258709 0.024955219 1.578218e-02 0.014091877 0.008371611
## 11 0.0081284155 0.011728583 1.586092e-02 0.010523762 0.033463211
## 12 0.0028733298 0.025890225 3.105452e-05 0.028439262 0.005139381
## 13 0.0040991257 0.025857755 1.809562e-02 0.006818326 0.003436337
## 14 0.0370311571 0.025098705 9.036125e-03 0.020732797 0.008120861
## 15 0.0120367742 0.006492552 2.509098e-02 0.007614174 0.010842788
## 16 0.0197209359 0.018648958 3.324447e-02 0.004169608 0.004413228
## 17 0.0111727952 0.017586233 1.741028e-02 0.006319988 0.041741128
## 18 0.0047122443 0.026841105 9.816194e-03 0.005973932 0.018611671
## 19 0.0418248551 0.006622261 1.372946e-02 0.015917493 0.002703751
## 20 0.0058795476 0.010451118 1.572457e-02 0.016443502 0.010120416
## 21 0.0161358669 0.011454462 5.234694e-03 0.010229317 0.012894056
## PC26.52 PC27.52 PC28.52 PC29.52 PC30.52
## 1 0.003045321 0.002932434 0.0180404239 0.003481406 0.007295083
## 2 0.031170855 0.014719210 0.0156336862 0.008803654 0.012601867
## 3 0.011766409 0.007402011 0.0202215632 0.021625613 0.004257236
## 4 0.018053526 0.011820683 0.0116804969 0.018643151 0.007750826
## 5 0.016157291 0.045126385 0.0047443445 0.013136573 0.008298456
## 6 0.002205597 0.016776723 0.0037381892 0.018598888 0.001219636
## 7 0.011905362 0.000689891 0.0012725009 0.002602080 0.005136345
## 8 0.002012743 0.013727667 0.0255845394 0.011050407 0.048402872
## 9 0.007240608 0.011685925 0.0015291338 0.018357997 0.022055438
## 10 0.017807661 0.006331016 0.0143919303 0.008000119 0.021754064
## 11 0.008256672 0.014012758 0.0236642831 0.021435048 0.021454496
## 12 0.008970794 0.005579866 0.0120209438 0.019050512 0.027274032
## 13 0.016879997 0.007594187 0.0065093773 0.003071156 0.010824531
## 14 0.009696782 0.008100478 0.0114107699 0.006135108 0.002490327
## 15 0.007009874 0.027882938 0.0084579786 0.004275274 0.014400389
## 16 0.033307539 0.009299084 0.0177794941 0.012593345 0.014068196
## 17 0.011241012 0.026531295 0.0412219433 0.021384707 0.011077504
## 18 0.025822425 0.004136018 0.0003579466 0.032402692 0.001930179
## 19 0.010945593 0.009309978 0.0057851801 0.006132253 0.004926097
## 20 0.008501193 0.002377932 0.0016878406 0.010480072 0.002272414
## 21 0.024440115 0.010963900 0.0025146364 0.010753068 0.008874186
## PC31.52 PC32.52 PC33.52 PC34.52 PC35.52
## 1 0.001202209 0.021818156 0.008727249 0.0107511727 0.0214846867
## 2 0.004174359 0.002985197 0.019114751 0.0120255242 0.0013550745
## 3 0.024724147 0.010793176 0.022198613 0.0463595486 0.0191663483
## 4 0.009362498 0.006483284 0.041784327 0.0286055986 0.0093387294
## 5 0.012642267 0.023680593 0.051883793 0.0002319862 0.0299425065
## 6 0.027985270 0.042074434 0.002870768 0.0104003786 0.0133473051
## 7 0.016745255 0.020330249 0.015716056 0.0116936591 0.0448619736
## 8 0.017759978 0.014514086 0.004257474 0.0230322985 0.0042287075
## 9 0.010430419 0.019810330 0.023984411 0.0014951231 0.0060221878
## 10 0.023882759 0.017211435 0.003563764 0.0117691234 0.0083103352
## 11 0.014363198 0.009577620 0.014138344 0.0006488152 0.0033528396
## 12 0.016114617 0.002450625 0.007839279 0.0036125245 0.0092341567
## 13 0.005945130 0.014643613 0.018941810 0.0081385843 0.0287950756
## 14 0.054161838 0.016754407 0.006704055 0.0099485392 0.0260160459
## 15 0.003058439 0.010422399 0.011672242 0.0265106743 0.0001300507
## 16 0.017370669 0.003597857 0.014466408 0.0040790932 0.0111861458
## 17 0.005863882 0.016101107 0.025366158 0.0060305240 0.0080198432
## 18 0.010390315 0.018919577 0.008990430 0.0087402349 0.0107143344
## 19 0.007671265 0.018414642 0.010212963 0.0148365094 0.0090835033
## 20 0.014119625 0.002642257 0.004917826 0.0256350722 0.0068490682
## 21 0.006938124 0.019270154 0.014351280 0.0030622628 0.0134227570
## PC36.52 PC37.52 PC38.52 PC39.52 PC40.52
## 1 0.0329686349 0.0100662072 0.010748328 4.839365e-02 0.0075559333
## 2 0.0097894326 0.0223828281 0.003711882 1.394282e-02 0.0425738295
## 3 0.0043878701 0.0071293894 0.007958182 2.601923e-03 0.0017444771
## 4 0.0342467151 0.0100441039 0.002584070 1.098832e-02 0.0096932235
## 5 0.0122148906 0.0014173027 0.017385192 1.130400e-02 0.0116411019
## 6 0.0173872873 0.0015719128 0.014884835 2.821064e-02 0.0254883104
## 7 0.0009660533 0.0022041376 0.010954433 4.891132e-03 0.0343827958
## 8 0.0139193464 0.0060609155 0.021004263 6.512379e-06 0.0055940676
## 9 0.0215628649 0.0142566743 0.006427212 1.745404e-02 0.0210740492
## 10 0.0208775866 0.0264355233 0.042190943 2.694085e-02 0.0335487365
## 11 0.0106133888 0.0011770102 0.021121889 1.167423e-02 0.0462970274
## 12 0.0097978922 0.0009912673 0.005899784 9.535468e-03 0.0247832667
## 13 0.0045657375 0.0074141025 0.002471392 1.525229e-02 0.0167832010
## 14 0.0019132916 0.0009117208 0.018358323 1.120532e-03 0.0176395119
## 15 0.0090120708 0.0085366773 0.006155270 2.261321e-02 0.0032526810
## 16 0.0105766200 0.0191619692 0.006130624 1.113405e-02 0.0101693473
## 17 0.0288395366 0.0188331267 0.001502887 1.750696e-04 0.0003577850
## 18 0.0025025539 0.0042662312 0.023206111 6.482205e-04 0.0116785958
## 19 0.0369845065 0.0182783638 0.006947710 2.244413e-03 0.0053277109
## 20 0.0062674117 0.0286619390 0.027859224 1.389712e-02 0.0069091906
## 21 0.0254631000 0.0207524340 0.041365502 2.989334e-02 0.0009579026
## PC41.52 PC42.52 PC43.52 PC44.52 PC45.52
## 1 0.009676640 1.532486e-02 0.0171000431 0.0142447850 0.0075442639
## 2 0.003224138 3.238990e-02 0.0077749365 0.0136248466 0.0068999177
## 3 0.007651826 3.030729e-02 0.0256384101 0.0062154054 0.0082020224
## 4 0.001664219 5.344702e-03 0.0051152430 0.0047047089 0.0247971524
## 5 0.006057619 1.306039e-02 0.0127261688 0.0013319924 0.0187934992
## 6 0.008059540 2.036331e-02 0.0063752109 0.0012015240 0.0122161815
## 7 0.015428019 7.578696e-04 0.0317903846 0.0127900286 0.0189121535
## 8 0.012477356 9.094251e-03 0.0038598001 0.0224522737 0.0303986742
## 9 0.006719749 9.407813e-05 0.0254418214 0.0034489521 0.0023730569
## 10 0.014690462 5.602204e-03 0.0132129072 0.0172855631 0.0139710414
## 11 0.006054332 2.100370e-02 0.0246454445 0.0391257924 0.0179201005
## 12 0.007506388 6.405567e-03 0.0148482945 0.0038236898 0.0255710194
## 13 0.003079813 3.096692e-02 0.0159245925 0.0163349267 0.0413073477
## 14 0.005428476 1.245694e-02 0.0016612663 0.0185446976 0.0103575226
## 15 0.011570268 3.483194e-02 0.0178696320 0.0150544850 0.0319442623
## 16 0.031349182 1.946398e-02 0.0416908536 0.0249021196 0.0147801457
## 17 0.016803919 1.408984e-02 0.0463052475 0.0227728977 0.0042822245
## 18 0.027360555 6.811210e-03 0.0007958790 0.0004903914 0.0004736047
## 19 0.011549053 8.653008e-04 0.0002670037 0.0199111020 0.0035261771
## 20 0.053621958 9.034944e-03 0.0151474899 0.0271171771 0.0173251752
## 21 0.015245263 3.566889e-02 0.0056500950 0.0381013780 0.0192782502
## PC46.52 PC47.52 PC48.52 PC49.52 PC50.52
## 1 0.006735028 0.040879558 0.012227268 0.008975692 0.0013177707
## 2 0.015437185 0.018541582 0.009676484 0.012731327 0.0205016989
## 3 0.020747391 0.001122818 0.003687112 0.001709257 0.0062403701
## 4 0.025504651 0.025993869 0.002408479 0.005842586 0.0050285835
## 5 0.006022074 0.008953379 0.007408922 0.010716036 0.0064697928
## 6 0.015229575 0.004067766 0.021415245 0.008644322 0.0009013305
## 7 0.024326783 0.005700495 0.002119443 0.007807132 0.0257200185
## 8 0.014451516 0.023350257 0.004104485 0.001196755 0.0170451125
## 9 0.001165617 0.023025591 0.010829788 0.002611124 0.0102166669
## 10 0.023144132 0.015775264 0.002516294 0.001772171 0.0005050121
## 11 0.014918303 0.003944670 0.020050985 0.007372473 0.0208309307
## 12 0.015438946 0.011517002 0.032371213 0.030152235 0.0065554849
## 13 0.010126927 0.016430223 0.019272333 0.014679402 0.0014358939
## 14 0.032467065 0.003999521 0.006027365 0.001924934 0.0188253504
## 15 0.006517117 0.014022444 0.006928971 0.011638277 0.0173617651
## 16 0.015754227 0.027899756 0.018652235 0.005286181 0.0258272228
## 17 0.011845454 0.034604902 0.012362602 0.008435817 0.0215834301
## 18 0.001786810 0.021218828 0.016964390 0.019034109 0.0278684969
## 19 0.008104409 0.030841701 0.000428111 0.008535380 0.0079758729
## 20 0.001834548 0.022946270 0.014427919 0.019484799 0.0339813028
## 21 0.036561553 0.022523798 0.023359232 0.003357948 0.0181328516
## PC51.52 PC52.52 PC53.52 PC54.52 PC55.52
## 1 0.032308732 0.005803143 0.04146135 0.0118362828 0.0077361124
## 2 0.028912341 0.021633326 0.04033115 0.0005479920 0.0506128239
## 3 0.029075916 0.002930999 0.03796083 0.0320571934 0.0027015202
## 4 0.014110481 0.007149243 0.03560108 0.0356283377 0.0108775144
## 5 0.004593128 0.009343880 0.03539077 0.0212149380 0.0204762500
## 6 0.021310837 0.026298120 0.03501563 0.0164705989 0.0238570168
## 7 0.011809677 0.048425270 0.03473232 0.0147438510 0.0001741339
## 8 0.046500656 0.001842569 0.03340056 0.0222085762 0.0150609786
## 9 0.031349930 0.026137646 0.03266057 0.0143283040 0.0017381732
## 10 0.002387697 0.000584539 0.02941815 0.0102268671 0.0117759579
## 11 0.038491565 0.004252518 0.02648951 0.0154717497 0.0099702683
## 12 0.016178717 0.019927127 0.02490624 0.0505674779 0.0137039903
## 13 0.028426390 0.029473732 0.02477565 0.0504591551 0.0296859948
## 14 0.008181411 0.013774740 0.02455765 0.0017917463 0.0210675244
## 15 0.005893053 0.009767312 0.02431445 0.0171445546 0.0324275632
## 16 0.034899904 0.015408438 0.02408164 0.0049659548 0.0207779032
## 17 0.019675422 0.004889472 0.02401106 0.0034722408 0.0096144876
## 18 0.028509583 0.018949358 0.02398966 0.0229405306 0.0199564132
## 19 0.016057095 0.015072921 0.02305933 0.0100413393 0.0333529136
## 20 0.007912042 0.010260133 0.02249897 0.0009282111 0.0083899575
## 21 0.002769138 0.012012841 0.02202591 0.0111204576 0.0003648512
## PC56.52 PC57.52 PC58.52 PC59.52 PC60.52
## 1 0.0116623813 0.0029292353 0.0013623026 0.0110865822 0.006877797
## 2 0.0125973203 0.0006417965 0.0052174617 0.0125557911 0.001549461
## 3 0.0086863854 0.0256685339 0.0128126667 0.0114304209 0.020121570
## 4 0.0106730363 0.0015997096 0.0075136757 0.0155025141 0.052795819
## 5 0.0097613192 0.0034046792 0.0261966325 0.0179080313 0.005219550
## 6 0.0080749649 0.0183184898 0.0116716019 0.0049112652 0.013655856
## 7 0.0074701610 0.0183492738 0.0214583591 0.0062059528 0.004394680
## 8 0.0266252000 0.0216577643 0.0094062669 0.0064088133 0.003552943
## 9 0.0148300282 0.0140147292 0.0322233127 0.0106048859 0.005009032
## 10 0.0337877077 0.0002138958 0.0055600502 0.0180751076 0.008215513
## 11 0.0171239753 0.0204208195 0.0365678794 0.0002426167 0.002771308
## 12 0.0069350531 0.0241513644 0.0023957447 0.0163338902 0.018172531
## 13 0.0003145702 0.0063706863 0.0084707774 0.0092398274 0.016366989
## 14 0.0049683435 0.0001933771 0.0046913547 0.0446585875 0.015132981
## 15 0.0196462852 0.0158506812 0.0009472866 0.0142924798 0.014205217
## 16 0.0174283978 0.0092653191 0.0150806355 0.0045754059 0.005582064
## 17 0.0287811963 0.0084370519 0.0209606836 0.0001859973 0.008197484
## 18 0.0014114125 0.0345738076 0.0005703724 0.0018083873 0.007134135
## 19 0.0074359458 0.0658387454 0.0031831509 0.0289052483 0.005174998
## 20 0.0149906316 0.0172954496 0.0396379065 0.0240006900 0.019165914
## 21 0.0077348914 0.0191647654 0.0083703260 0.0061295494 0.006920273
## PC61.52 PC62.52 PC63.52 PC64.52 PC65.52
## 1 0.001825640 4.763906e-04 0.012246761 0.0049039762 0.0055854019
## 2 0.025053454 2.424925e-02 0.012734718 0.0003502170 0.0156599526
## 3 0.015869348 2.235705e-02 0.012143539 0.0416212060 0.0230215250
## 4 0.002828014 2.505668e-02 0.015687418 0.0149730563 0.0101842124
## 5 0.011949069 2.140155e-02 0.023973926 0.0102944367 0.0202642712
## 6 0.028815366 3.732392e-02 0.004176477 0.0079865294 0.0129645629
## 7 0.019339718 2.471996e-02 0.003478084 0.0309944333 0.0094595173
## 8 0.026546418 2.305947e-02 0.020584123 0.0079861148 0.0201398942
## 9 0.002587240 3.728433e-02 0.001782576 0.0327889132 0.0199459869
## 10 0.021196265 6.059957e-06 0.005537606 0.0197953117 0.0155755523
## 11 0.014388079 1.245792e-02 0.005536458 0.0176567713 0.0103799924
## 12 0.003175944 5.390460e-03 0.020334733 0.0222059945 0.0357475447
## 13 0.006788166 1.830521e-02 0.002879448 0.0008058106 0.0005078441
## 14 0.011348932 1.915041e-04 0.031977539 0.0016717793 0.0214617975
## 15 0.005447547 4.752531e-02 0.027747199 0.0240274807 0.0151292125
## 16 0.003381650 2.570915e-02 0.019184373 0.0097488212 0.0249414399
## 17 0.007794702 6.710056e-03 0.014677214 0.0001243280 0.0096234716
## 18 0.028753872 2.258192e-03 0.006231804 0.0229996852 0.0044846118
## 19 0.007799949 1.779020e-02 0.012204365 0.0050042082 0.0104406179
## 20 0.016260121 8.681366e-03 0.021279774 0.0207177417 0.0019801260
## 21 0.009685530 5.270374e-03 0.010482572 0.0055515971 0.0145711455
## PC66.52 PC67.52 PC68.52
## 1 0.0196120451 1.108931e-02 0.0092625906
## 2 0.0175308086 1.858546e-02 0.0159891192
## 3 0.0159150690 2.720838e-03 0.0199583902
## 4 0.0234234742 7.941836e-03 0.0196420568
## 5 0.0053817018 4.806984e-02 0.0103327468
## 6 0.0239976262 4.366769e-03 0.0302318253
## 7 0.0081114899 1.888166e-02 0.0070064984
## 8 0.0222696638 3.018827e-02 0.0013267173
## 9 0.0258698679 2.430294e-02 0.0238644148
## 10 0.0128397942 2.174217e-02 0.0007237298
## 11 0.0001655415 1.124378e-03 0.0214321773
## 12 0.0203458962 8.762385e-03 0.0126924120
## 13 0.0055624860 7.965321e-05 0.0113511622
## 14 0.0021790031 2.211844e-02 0.0416938066
## 15 0.0017684703 8.809235e-04 0.0202401258
## 16 0.0329722513 9.886671e-03 0.0156976393
## 17 0.0105786711 1.604362e-02 0.0121917775
## 18 0.0494768452 1.479443e-02 0.0059881318
## 19 0.0139226770 6.728917e-03 0.0177623083
## 20 0.0094635860 9.747061e-03 0.0017762703
## 21 0.0189294059 6.171772e-03 0.0203638845
## programN.53 PC1.53 PC2.53
## 1 Deaf.and.Hard.of.Hearing 0.0004832062 0.030295644
## 2 Dance.Education 0.0030618612 0.002731713
## 3 Health.Education 0.0089287273 0.034147806
## 4 Literacy 0.0152527089 0.007728221
## 5 Sexuality..Women.and.Gender.in.Psychology 0.0216615570 0.026960344
## 6 Urban.Education 0.0281556432 0.004910671
## 7 Curriculum.and.Teaching 0.0063964291 0.020275903
## 8 Change.Leadership 0.0398648928 0.001507808
## 9 Early.Childhood.Special.Education 0.0044082527 0.025552068
## 10 Diabetes.Education 0.0013461403 0.029004561
## 11 International.and.Comparative.Education 0.0211310159 0.021317674
## 12 Nutrition 0.0130965562 0.017259920
## 13 Cognitive.Science 0.0004729092 0.017468663
## 14 Reading 0.0204406685 0.001183486
## 15 Anthropology 0.0072486176 0.011392533
## 16 Mathematics 0.0047741638 0.001823151
## 17 Music 0.0013313270 0.009494630
## 18 History 0.0266635454 0.002442781
## 19 Spirituality.Mind.Body 0.0189628490 0.025446601
## 20 School.Principals 0.0319213651 0.005382745
## 21 Cooperation.and.Conflict.Resolution 0.0305095423 0.008861744
## PC3.53 PC4.53 PC5.53 PC6.53 PC7.53
## 1 0.0003625311 0.033272279 0.008320232 0.0176110527 0.0294805533
## 2 0.0235640740 0.013916617 0.029933153 0.0161084934 0.0474102038
## 3 0.0143069974 0.018851937 0.005280302 0.0292497995 0.0060629522
## 4 0.0030912051 0.034076638 0.019110208 0.0021212641 0.0375735497
## 5 0.0039637231 0.012604293 0.023231967 0.0241148815 0.0164765555
## 6 0.0076600332 0.011970240 0.029310308 0.0076374091 0.0094355140
## 7 0.0124009592 0.021089345 0.002122926 0.0169547295 0.0030758181
## 8 0.0131650993 0.021208835 0.009947538 0.0187839045 0.0044568386
## 9 0.0223882055 0.031399622 0.016186983 0.0075348165 0.0212184000
## 10 0.0050051172 0.002000111 0.003031366 0.0193392395 0.0204852817
## 11 0.0015737879 0.002640540 0.015324399 0.0156102970 0.0005809751
## 12 0.0168468987 0.002510452 0.003856389 0.0235834428 0.0010329779
## 13 0.0481096185 0.022469258 0.009744760 0.0120697447 0.0079184629
## 14 0.0079798028 0.015076671 0.028443466 0.0131204338 0.0029247239
## 15 0.0050472881 0.024933330 0.014114775 0.0207416050 0.0259544172
## 16 0.0463887703 0.008716536 0.018786976 0.0074538327 0.0116994760
## 17 0.0221763981 0.004001520 0.033295249 0.0005785762 0.0398136107
## 18 0.0015556889 0.002129030 0.053094195 0.0056032077 0.0024226234
## 19 0.0047636957 0.001337290 0.027049326 0.0153863042 0.0198756430
## 20 0.0059569597 0.001471718 0.007939695 0.0095744632 0.0231181239
## 21 0.0055603952 0.005966753 0.003008791 0.0044337281 0.0145779120
## PC8.53 PC9.53 PC10.53 PC11.53 PC12.53
## 1 1.119341e-02 0.017047241 0.014815810 0.0154384187 0.0179482131
## 2 1.719348e-02 0.002415794 0.023461513 0.0154751033 0.0139253809
## 3 3.695185e-04 0.024513906 0.019777162 0.0122948945 0.0257553935
## 4 3.381184e-02 0.001075257 0.002139105 0.0107924112 0.0033740289
## 5 1.333939e-02 0.020629130 0.013306482 0.0280992606 0.0135083558
## 6 3.688820e-02 0.020057965 0.006844420 0.0180700950 0.0054814266
## 7 1.123537e-02 0.044147375 0.002463690 0.0271519370 0.0057308252
## 8 4.742287e-05 0.003735709 0.017923522 0.0139374341 0.0026076091
## 9 1.779699e-02 0.030278451 0.015328400 0.0106677707 0.0108881859
## 10 3.436564e-02 0.025550739 0.008382366 0.0020275950 0.0013072578
## 11 4.957592e-02 0.009503601 0.001553652 0.0405829182 0.0073781544
## 12 9.109188e-04 0.045414953 0.002881366 0.0395301337 0.0195839091
## 13 8.982845e-03 0.009327772 0.001968847 0.0324856926 0.0015009957
## 14 2.327535e-02 0.004192322 0.013178618 0.0151928942 0.0324319381
## 15 1.228983e-02 0.025212914 0.011360764 0.0001411341 0.0119957487
## 16 2.278749e-02 0.005242621 0.026662334 0.0073517062 0.0002360754
## 17 7.949841e-03 0.023227344 0.014447780 0.0244549155 0.0219811602
## 18 1.587315e-02 0.001431406 0.002892222 0.0052773453 0.0166711748
## 19 1.885410e-03 0.031791399 0.008662650 0.0006241734 0.0038692109
## 20 5.921207e-03 0.037217360 0.006937126 0.0034252138 0.0119833550
## 21 8.662859e-03 0.029455859 0.019842011 0.0102516983 0.0246958108
## PC13.53 PC14.53 PC15.53 PC16.53 PC17.53
## 1 0.0281445419 0.0051460533 0.025029745 0.025337306 0.0144666111
## 2 0.0227163619 0.0035267745 0.001295207 0.001816857 0.0375070479
## 3 0.0306201751 0.0212227537 0.007262228 0.005321750 0.0211236012
## 4 0.0321135057 0.0104948236 0.019235691 0.024823046 0.0127277050
## 5 0.0095990422 0.0028277341 0.024154270 0.003440244 0.0041580796
## 6 0.0010188237 0.0224124471 0.005022715 0.005434683 0.0191702590
## 7 0.0151856779 0.0097664484 0.048463121 0.027299040 0.0187114066
## 8 0.0073583512 0.0146256496 0.012002641 0.011577729 0.0106277830
## 9 0.0047609933 0.0203859263 0.010280524 0.007284086 0.0000681285
## 10 0.0224833564 0.0001161929 0.024908277 0.011650159 0.0049883479
## 11 0.0044826857 0.0114409155 0.012250836 0.002374252 0.0060490029
## 12 0.0253531468 0.0080098225 0.013481952 0.005945587 0.0198765891
## 13 0.0005854564 0.0031722963 0.006098585 0.005252680 0.0257481358
## 14 0.0292802971 0.0019190352 0.010704368 0.006045508 0.0360861494
## 15 0.0211476083 0.0032106535 0.035106531 0.046731327 0.0119738679
## 16 0.0128182972 0.0397456821 0.024119780 0.020222250 0.0046754910
## 17 0.0185234630 0.0119186711 0.025923882 0.008021661 0.0151384369
## 18 0.0013146984 0.0225753122 0.014450027 0.007566383 0.0086314728
## 19 0.0037619987 0.0334570432 0.004838191 0.010811923 0.0056265415
## 20 0.0005246415 0.0084102952 0.022816764 0.007366102 0.0011797135
## 21 0.0181019454 0.0094167531 0.017100243 0.002798045 0.0004136718
## PC18.53 PC19.53 PC20.53 PC21.53 PC22.53
## 1 0.0215054840 0.012970412 0.009701404 0.002873330 0.0258902246
## 2 0.0167054934 0.019291414 0.024974276 0.004099126 0.0258577548
## 3 0.0125916567 0.011270142 0.009007826 0.021030185 0.0095410886
## 4 0.0137633239 0.012915821 0.003471058 0.007798001 0.0195599840
## 5 0.0130532772 0.013975436 0.017997007 0.009493938 0.0042878651
## 6 0.0109936899 0.017204004 0.006300514 0.010102012 0.0014797827
## 7 0.0059827228 0.029691707 0.016885039 0.002865449 0.0207473082
## 8 0.0074264591 0.008412830 0.005304519 0.008609048 0.0017019265
## 9 0.0013513795 0.003124974 0.057706894 0.004542651 0.0004601013
## 10 0.0457028055 0.012520540 0.005576673 0.001495298 0.0148627765
## 11 0.0101520869 0.022615270 0.016462858 0.019727274 0.0167011457
## 12 0.0047318980 0.004573153 0.006173864 0.005629982 0.0279877482
## 13 0.0107360358 0.029120880 0.006395776 0.029878955 0.0125719028
## 14 0.0194168319 0.039566429 0.034915387 0.013697285 0.0012552236
## 15 0.0201153284 0.002505940 0.007557299 0.033324079 0.0124656428
## 16 0.0001654039 0.001707040 0.037763175 0.004712244 0.0268411053
## 17 0.0101918827 0.016570914 0.021952516 0.039512670 0.0198097724
## 18 0.0152790336 0.011884667 0.004470544 0.012175998 0.0245537184
## 19 0.0253745261 0.028356459 0.001906876 0.013795448 0.0020790636
## 20 0.0266198522 0.007934219 0.012425224 0.027097453 0.0156037082
## 21 0.0032913441 0.036081187 0.022488120 0.018919723 0.0118203821
## PC23.53 PC24.53 PC25.53 PC26.53 PC27.53
## 1 3.105452e-05 0.0284392617 0.0051393806 0.008970794 0.005579866
## 2 1.809562e-02 0.0068183260 0.0034363369 0.016879997 0.007594187
## 3 8.640952e-03 0.0082648374 0.0025007969 0.018053526 0.011820683
## 4 3.647064e-02 0.0257586828 0.0184477356 0.001123319 0.014363338
## 5 1.869292e-02 0.0170201715 0.0246005033 0.011766409 0.007402011
## 6 2.190950e-02 0.0221844936 0.0126750065 0.016163908 0.013996912
## 7 1.152939e-02 0.0248510128 0.0168177139 0.006701263 0.003219144
## 8 5.442440e-03 0.0288479627 0.0166479520 0.004553920 0.002824760
## 9 1.072308e-02 0.0040069641 0.0076742108 0.014624062 0.004040711
## 10 2.520695e-02 0.0034863291 0.0067578970 0.015114218 0.007009808
## 11 9.703993e-03 0.0031659007 0.0281783295 0.015454890 0.004233637
## 12 8.317954e-03 0.0115328840 0.0056323336 0.026133338 0.024874627
## 13 1.637245e-02 0.0226486866 0.0065363706 0.009058300 0.033969504
## 14 1.497869e-03 0.0160532210 0.0173883937 0.019136366 0.026784552
## 15 1.888720e-02 0.0151327532 0.0009102206 0.026996103 0.033258648
## 16 9.816194e-03 0.0059739319 0.0186116710 0.025822425 0.004136018
## 17 3.047582e-02 0.0093538918 0.0165904965 0.005118102 0.006343802
## 18 1.211472e-02 0.0094417861 0.0052949583 0.002012743 0.013727667
## 19 1.751424e-02 0.0142397749 0.0143823355 0.016157291 0.045126385
## 20 4.628736e-03 0.0008539759 0.0121269114 0.003731927 0.034263125
## 21 4.909622e-03 0.0191033895 0.0214518746 0.014102336 0.042569943
## PC28.53 PC29.53 PC30.53 PC31.53 PC32.53
## 1 0.0120209438 0.0190505117 0.027274032 0.016114617 0.0024506250
## 2 0.0065093773 0.0030711560 0.010824531 0.005945130 0.0146436133
## 3 0.0116804969 0.0186431509 0.007750826 0.009362498 0.0064832838
## 4 0.0068910628 0.0142890013 0.008523742 0.020838625 0.0157810997
## 5 0.0202215632 0.0216256132 0.004257236 0.024724147 0.0107931755
## 6 0.0436808791 0.0232522969 0.019666219 0.010154236 0.0222802022
## 7 0.0226700029 0.0135109145 0.004357482 0.005976028 0.0099387450
## 8 0.0023690702 0.0153930982 0.031319314 0.008064735 0.0274023880
## 9 0.0113032062 0.0111171602 0.002702473 0.031780227 0.0183877764
## 10 0.0406683788 0.0110291989 0.033659846 0.012925584 0.0033227582
## 11 0.0166195309 0.0044553004 0.001266608 0.031534574 0.0149182965
## 12 0.0065751489 0.0578909358 0.005577981 0.029615790 0.0002693448
## 13 0.0117121742 0.0232502842 0.010491023 0.028416820 0.0034747865
## 14 0.0138769636 0.0004192801 0.018859996 0.018102852 0.0031879592
## 15 0.0133339625 0.0308188180 0.004482350 0.037656445 0.0214811413
## 16 0.0003579466 0.0324026923 0.001930179 0.010390315 0.0189195769
## 17 0.0086232152 0.0068231992 0.008979528 0.005485493 0.0129087503
## 18 0.0255845394 0.0110504073 0.048402872 0.017759978 0.0145140855
## 19 0.0047443445 0.0131365729 0.008298456 0.012642267 0.0236805934
## 20 0.0073784583 0.0115641384 0.016306145 0.004191767 0.0222702856
## 21 0.0387244870 0.0198672945 0.025893148 0.016602222 0.0197211485
## PC33.53 PC34.53 PC35.53 PC36.53 PC37.53
## 1 0.007839279 0.0036125245 0.009234157 0.009797892 0.0009912673
## 2 0.018941810 0.0081385843 0.028795076 0.004565738 0.0074141025
## 3 0.041784327 0.0286055986 0.009338729 0.034246715 0.0100441039
## 4 0.013988263 0.0016611417 0.008963521 0.006330325 0.0146810979
## 5 0.022198613 0.0463595486 0.019166348 0.004387870 0.0071293894
## 6 0.002239369 0.0123471766 0.006373069 0.010947112 0.0370175504
## 7 0.024268889 0.0079030393 0.001158178 0.002187526 0.0021328520
## 8 0.006319330 0.0450600447 0.012806501 0.013685729 0.0265864915
## 9 0.022650238 0.0037229312 0.009492371 0.015741824 0.0233624779
## 10 0.013039362 0.0240064361 0.037349451 0.002304568 0.0213914434
## 11 0.018629984 0.0186326257 0.010350318 0.035065446 0.0300963681
## 12 0.002648784 0.0132779417 0.022576989 0.011282868 0.0001471242
## 13 0.001888286 0.0099352587 0.003505102 0.008819793 0.0068110633
## 14 0.013460090 0.0232013411 0.020187266 0.010501673 0.0038229054
## 15 0.017967966 0.0086510429 0.014940891 0.025192807 0.0049948889
## 16 0.008990430 0.0087402349 0.010714334 0.002502554 0.0042662312
## 17 0.003707528 0.0332421854 0.001567064 0.028213915 0.0256849278
## 18 0.004257474 0.0230322985 0.004228707 0.013919346 0.0060609155
## 19 0.051883793 0.0002319862 0.029942506 0.012214891 0.0014173027
## 20 0.010508602 0.0443420097 0.004610165 0.033948985 0.0079633574
## 21 0.010234716 0.0255129422 0.015698911 0.006065384 0.0158166516
## PC38.53 PC39.53 PC40.53 PC41.53 PC42.53
## 1 0.005899784 9.535468e-03 2.478327e-02 7.506388e-03 0.006405567
## 2 0.002471392 1.525229e-02 1.678320e-02 3.079813e-03 0.030966919
## 3 0.002584070 1.098832e-02 9.693223e-03 1.664219e-03 0.005344702
## 4 0.020140639 1.075960e-02 1.674395e-02 2.193217e-02 0.009234948
## 5 0.007958182 2.601923e-03 1.744477e-03 7.651826e-03 0.030307288
## 6 0.030976287 5.790322e-03 8.036488e-03 2.495149e-02 0.012687577
## 7 0.017632292 3.426540e-02 1.265250e-02 8.513003e-03 0.012916210
## 8 0.017914765 2.335241e-02 1.025992e-02 9.712448e-03 0.028710385
## 9 0.011820366 2.381957e-03 4.168525e-03 2.063920e-02 0.017085649
## 10 0.002080026 3.988448e-02 5.108845e-03 1.952895e-02 0.037296020
## 11 0.019489996 7.544927e-03 7.898263e-05 8.608210e-03 0.004897263
## 12 0.005862358 1.746571e-02 2.279764e-02 2.937106e-02 0.008076627
## 13 0.024973398 1.101036e-02 7.382782e-03 7.596383e-03 0.015944160
## 14 0.006886882 1.398079e-02 3.124790e-02 1.924501e-02 0.006949625
## 15 0.009268270 7.957447e-03 1.432417e-02 1.496587e-02 0.004976429
## 16 0.023206111 6.482205e-04 1.167860e-02 2.736056e-02 0.006811210
## 17 0.015024316 1.154034e-02 1.881309e-02 8.162331e-05 0.003426589
## 18 0.021004263 6.512379e-06 5.594068e-03 1.247736e-02 0.009094251
## 19 0.017385192 1.130400e-02 1.164110e-02 6.057619e-03 0.013060386
## 20 0.061328798 1.922737e-02 1.045735e-03 3.749740e-02 0.010325309
## 21 0.009181122 9.519722e-03 5.606699e-03 2.322842e-04 0.004477409
## PC43.53 PC44.53 PC45.53 PC46.53 PC47.53
## 1 0.014848294 0.0038236898 0.0255710194 1.543895e-02 0.0115170022
## 2 0.015924592 0.0163349267 0.0413073477 1.012693e-02 0.0164302227
## 3 0.005115243 0.0047047089 0.0247971524 2.550465e-02 0.0259938695
## 4 0.016538650 0.0209427478 0.0288046473 2.497439e-02 0.0095583605
## 5 0.025638410 0.0062154054 0.0082020224 2.074739e-02 0.0011228177
## 6 0.012327293 0.0153328844 0.0030843189 3.872223e-03 0.0088374374
## 7 0.010799224 0.0039900158 0.0073309416 2.109297e-03 0.0064423215
## 8 0.006222037 0.0062976900 0.0010099456 1.334873e-03 0.0175861587
## 9 0.021299853 0.0084559490 0.0293598815 4.285109e-03 0.0235066539
## 10 0.002483246 0.0222760224 0.0161855421 1.550490e-03 0.0049013286
## 11 0.031992737 0.0004702910 0.0164892062 1.123353e-02 0.0156594331
## 12 0.008436541 0.0013950552 0.0011189952 7.033337e-05 0.0054505524
## 13 0.017425841 0.0080431641 0.0061876670 2.345018e-02 0.0248339951
## 14 0.037512499 0.0054688382 0.0025738545 4.765132e-03 0.0004688775
## 15 0.002635585 0.0100842442 0.0018465310 2.202662e-02 0.0019474398
## 16 0.000795879 0.0004903914 0.0004736047 1.786810e-03 0.0212188283
## 17 0.009059190 0.0039600349 0.0102827115 2.272018e-02 0.0149340891
## 18 0.003859800 0.0224522737 0.0303986742 1.445152e-02 0.0233502572
## 19 0.012726169 0.0013319924 0.0187934992 6.022074e-03 0.0089533785
## 20 0.001054353 0.0127241139 0.0104923017 2.383981e-02 0.0096537014
## 21 0.025925866 0.0107523781 0.0044581266 3.036392e-02 0.0135859381
## PC48.53 PC49.53 PC50.53 PC51.53 PC52.53
## 1 0.0323712131 0.030152235 0.0065554849 0.016178717 0.019927127
## 2 0.0192723332 0.014679402 0.0014358939 0.028426390 0.029473732
## 3 0.0024084789 0.005842586 0.0050285835 0.014110481 0.007149243
## 4 0.0255371553 0.018831624 0.0230699522 0.016354963 0.003342822
## 5 0.0036871116 0.001709257 0.0062403701 0.029075916 0.002930999
## 6 0.0441306887 0.015009847 0.0014120372 0.022722246 0.005435733
## 7 0.0005942735 0.030270919 0.0155641485 0.018865166 0.011721599
## 8 0.0174346615 0.037671790 0.0145545413 0.012790389 0.006595781
## 9 0.0225095228 0.016686431 0.0247123911 0.017445114 0.037332067
## 10 0.0343466502 0.011585849 0.0113383049 0.010872133 0.003786968
## 11 0.0077271899 0.017799228 0.0147265770 0.008028780 0.020504678
## 12 0.0227008622 0.006134355 0.0248583148 0.017414756 0.003283311
## 13 0.0123416760 0.018043596 0.0173358303 0.011834953 0.015759341
## 14 0.0063523918 0.005535342 0.0028123314 0.009197704 0.032923408
## 15 0.0110039686 0.004115277 0.0008671222 0.009506547 0.001165739
## 16 0.0169643900 0.019034109 0.0278684969 0.028509583 0.018949358
## 17 0.0025083826 0.027603506 0.0123742531 0.004994319 0.021026577
## 18 0.0041044850 0.001196755 0.0170451125 0.046500656 0.001842569
## 19 0.0074089221 0.010716036 0.0064697928 0.004593128 0.009343880
## 20 0.0157912035 0.035916739 0.0198680931 0.001054264 0.003602526
## 21 0.0196237539 0.009611119 0.0163555965 0.003928029 0.005412476
## PC53.53 PC54.53 PC55.53 PC56.53 PC57.53
## 1 0.0249062437 0.05056748 0.013703990 0.0069350531 0.0241513644
## 2 0.0247756465 0.05045916 0.029685995 0.0003145702 0.0063706863
## 3 0.0356010823 0.03562834 0.010877514 0.0106730363 0.0015997096
## 4 0.0049581117 0.03290890 0.012745760 0.0212585522 0.0048808402
## 5 0.0379608313 0.03205719 0.002701520 0.0086863854 0.0256685339
## 6 0.0003310062 0.03198359 0.027626463 0.0173797478 0.0005879765
## 7 0.0084164123 0.03006850 0.011885115 0.0415885848 0.0054253755
## 8 0.0036184290 0.02768479 0.007335354 0.0172721071 0.0114711009
## 9 0.0019002684 0.02614636 0.009724632 0.0421240490 0.0005518043
## 10 0.0114923788 0.02554637 0.032295635 0.0087096612 0.0147262760
## 11 0.0091205337 0.02528509 0.021448616 0.0049754763 0.0176453904
## 12 0.0161508867 0.02508514 0.004433964 0.0187162825 0.0087558228
## 13 0.0212736010 0.02326157 0.020646382 0.0001945403 0.0299042747
## 14 0.0116590708 0.02322615 0.025933102 0.0181915709 0.0199952455
## 15 0.0210651750 0.02321260 0.026002088 0.0256390383 0.0159043148
## 16 0.0239896580 0.02294053 0.019956413 0.0014114125 0.0345738076
## 17 0.0218063432 0.02293603 0.001692675 0.0483129522 0.0101841356
## 18 0.0334005615 0.02220858 0.015060979 0.0266252000 0.0216577643
## 19 0.0353907726 0.02121494 0.020476250 0.0097613192 0.0034046792
## 20 0.0067532476 0.02068462 0.022997268 0.0081600580 0.0154399341
## 21 0.0121770192 0.01865189 0.016706713 0.0302823006 0.0006870612
## PC58.53 PC59.53 PC60.53 PC61.53 PC62.53
## 1 0.0023957447 0.016333890 0.0181725314 0.0031759442 0.0053904598
## 2 0.0084707774 0.009239827 0.0163669890 0.0067881657 0.0183052132
## 3 0.0075136757 0.015502514 0.0527958195 0.0028280140 0.0250566772
## 4 0.0320283684 0.020303858 0.0109428327 0.0084561941 0.0109221520
## 5 0.0128126667 0.011430421 0.0201215702 0.0158693475 0.0223570487
## 6 0.0144710664 0.003757723 0.0193812336 0.0068189135 0.0099734183
## 7 0.0192126686 0.015581909 0.0086626760 0.0174207142 0.0003912263
## 8 0.0333398061 0.020692130 0.0047223287 0.0336465824 0.0271619573
## 9 0.0043324004 0.018429089 0.0332279822 0.0135424983 0.0150148673
## 10 0.0089823566 0.011496998 0.0088015811 0.0178971176 0.0152850436
## 11 0.0127410397 0.001824518 0.0124205041 0.0189889279 0.0200988905
## 12 0.0163066446 0.016133556 0.0411753410 0.0001218313 0.0126564643
## 13 0.0131431079 0.041430979 0.0272649443 0.0233876152 0.0150682489
## 14 0.0091488981 0.010880241 0.0258148884 0.0165878861 0.0295861388
## 15 0.0095231596 0.023253109 0.0157467721 0.0087711047 0.0214857345
## 16 0.0005703724 0.001808387 0.0071341350 0.0287538718 0.0022581916
## 17 0.0078136921 0.002190757 0.0009684508 0.0298568958 0.0059643847
## 18 0.0094062669 0.006408813 0.0035529432 0.0265464184 0.0230594742
## 19 0.0261966325 0.017908031 0.0052195503 0.0119490687 0.0214015455
## 20 0.0257238149 0.003237870 0.0172457701 0.0058994604 0.0034621306
## 21 0.0012665386 0.026581058 0.0006534196 0.0046067164 0.0382235860
## PC63.53 PC64.53 PC65.53 PC66.53 PC67.53
## 1 0.020334733 0.0222059945 0.0357475447 0.020345896 8.762385e-03
## 2 0.002879448 0.0008058106 0.0005078441 0.005562486 7.965321e-05
## 3 0.015687418 0.0149730563 0.0101842124 0.023423474 7.941836e-03
## 4 0.023620548 0.0370467756 0.0031787833 0.009898796 1.940249e-02
## 5 0.012143539 0.0416212060 0.0230215250 0.015915069 2.720838e-03
## 6 0.003709432 0.0039693320 0.0081797975 0.045767586 9.370916e-03
## 7 0.010769324 0.0263275157 0.0419232676 0.016629126 3.882247e-03
## 8 0.036119256 0.0077472770 0.0362637747 0.007197739 2.911871e-02
## 9 0.026840548 0.0072716741 0.0086215033 0.001465802 7.717288e-04
## 10 0.003318310 0.0093220298 0.0082364290 0.010521834 1.206346e-02
## 11 0.019861377 0.0070435772 0.0282850478 0.041175149 1.131067e-02
## 12 0.018837528 0.0258825479 0.0066527717 0.006601839 1.360762e-02
## 13 0.007320984 0.0112315049 0.0202808476 0.023902768 2.070546e-02
## 14 0.018921778 0.0086562750 0.0118894306 0.013859452 2.697612e-02
## 15 0.017334277 0.0081639542 0.0078226445 0.033123151 1.229241e-02
## 16 0.006231804 0.0229996852 0.0044846118 0.049476845 1.479443e-02
## 17 0.013778415 0.0349634475 0.0190039630 0.003949686 4.902395e-03
## 18 0.020584123 0.0079861148 0.0201398942 0.022269664 3.018827e-02
## 19 0.023973926 0.0102944367 0.0202642712 0.005381702 4.806984e-02
## 20 0.002854494 0.0119159451 0.0023518548 0.013604002 8.621536e-03
## 21 0.034743555 0.0077435102 0.0100176825 0.016299461 1.346634e-02
## PC68.53 programN.54 PC1.54
## 1 0.0126924120 Design.and.Development.of.Digital.Games 0.0063556814
## 2 0.0113511622 Linguistics 0.0049473310
## 3 0.0196420568 Higher.and.Postsecondary.Education 0.0075270712
## 4 0.0093175439 Science.Education 0.0001849125
## 5 0.0199583902 Education.Leadership 0.0239817584
## 6 0.0218993263 Diabetes.Education 0.0013461403
## 7 0.0056948558 Dance.Education 0.0030618612
## 8 0.0001917411 Leadership 0.0290675630
## 9 0.0055024242 Urban.Education 0.0281556432
## 10 0.0051062697 Teaching.English 0.0144826950
## 11 0.0273981855 Anthropology 0.0072486176
## 12 0.0115046748 Reading 0.0204406685
## 13 0.0299029717 Politics 0.0310892184
## 14 0.0012410059 Developmental.Psychology 0.0134623097
## 15 0.0122383227 School.Principals 0.0319213651
## 16 0.0059881318 Education.Technology 0.0103418372
## 17 0.0015280487 International.and.Comparative.Education 0.0211310159
## 18 0.0013267173 Counseling.Psychology 0.0123253710
## 19 0.0103327468 Private.School.Leadership 0.0295910671
## 20 0.0140855684 Bilingual.Bicultural.Education 0.0276069141
## 21 0.0261225260 Cognitive.Science 0.0004729092
## PC2.54 PC3.54 PC4.54 PC5.54 PC6.54
## 1 0.014408881 0.0449906991 0.031338602 0.012099339 0.0200423506
## 2 0.007329538 0.0065879987 0.054107187 0.020840874 0.0025245649
## 3 0.011385278 0.0130459674 0.004600435 0.030822677 0.0402722606
## 4 0.006356675 0.0161918004 0.016167817 0.016481645 0.0569476990
## 5 0.004788017 0.0006161223 0.014156687 0.025750436 0.0036752154
## 6 0.029004561 0.0050051172 0.002000111 0.003031366 0.0193392395
## 7 0.002731713 0.0235640740 0.013916617 0.029933153 0.0161084934
## 8 0.008565375 0.0086364809 0.030922191 0.003686220 0.0018731048
## 9 0.004910671 0.0076600332 0.011970240 0.029310308 0.0076374091
## 10 0.010533581 0.0010454784 0.046509906 0.001559886 0.0093156213
## 11 0.011392533 0.0050472881 0.024933330 0.014114775 0.0207416050
## 12 0.001183486 0.0079798028 0.015076671 0.028443466 0.0131204338
## 13 0.016924948 0.0029590339 0.023970624 0.007268134 0.0004427211
## 14 0.022812501 0.0003474403 0.000157270 0.010744894 0.0006575599
## 15 0.005382745 0.0059569597 0.001471718 0.007939695 0.0095744632
## 16 0.014739512 0.0404940795 0.001439835 0.026545860 0.0035173959
## 17 0.021317674 0.0015737879 0.002640540 0.015324399 0.0156102970
## 18 0.029778751 0.0088381747 0.012944995 0.028289532 0.0179568214
## 19 0.009104437 0.0041877010 0.003549790 0.030995370 0.0267911433
## 20 0.013406975 0.0068110215 0.028329843 0.005426524 0.0187132195
## 21 0.017468663 0.0481096185 0.022469258 0.009744760 0.0120697447
## PC7.54 PC8.54 PC9.54 PC10.54 PC11.54
## 1 0.0034495169 0.004624458 0.003947530 0.0175316831 0.0086196215
## 2 0.0234047813 0.017062457 0.012953165 0.0343666431 0.0109762958
## 3 0.0183069807 0.012359996 0.025183963 0.0162809823 0.0088637080
## 4 0.0090927149 0.010437238 0.027654292 0.0030678251 0.0126014369
## 5 0.0141107272 0.012612195 0.002085505 0.0382958480 0.0180075020
## 6 0.0204852817 0.034365645 0.025550739 0.0083823655 0.0020275950
## 7 0.0474102038 0.017193484 0.002415794 0.0234615127 0.0154751033
## 8 0.0036920279 0.013594302 0.014778634 0.0115999829 0.0163225177
## 9 0.0094355140 0.036888201 0.020057965 0.0068444197 0.0180700950
## 10 0.0086087748 0.017106296 0.008709267 0.0001295534 0.0066786365
## 11 0.0259544172 0.012289829 0.025212914 0.0113607637 0.0001411341
## 12 0.0029247239 0.023275350 0.004192322 0.0131786178 0.0151928942
## 13 0.0068301255 0.020758111 0.009224028 0.0224597790 0.0076984392
## 14 0.0014403425 0.025011550 0.031895777 0.0353662917 0.0191350389
## 15 0.0231181239 0.005921207 0.037217360 0.0069371263 0.0034252138
## 16 0.0120136951 0.003468091 0.006246917 0.0001833444 0.0071108922
## 17 0.0005809751 0.049575921 0.009503601 0.0015536521 0.0405829182
## 18 0.0229427356 0.005853131 0.013784837 0.0033630092 0.0148763008
## 19 0.0103694505 0.008365476 0.004407586 0.0018129601 0.0009176543
## 20 0.0284029244 0.004377948 0.021853686 0.0227016327 0.0266235598
## 21 0.0079184629 0.008982845 0.009327772 0.0019688466 0.0324856926
## PC12.54 PC13.54 PC14.54 PC15.54 PC16.54
## 1 0.022174927 0.0136066046 0.0265153220 0.0178325436 0.011643175
## 2 0.003705706 0.0193361508 0.0029508998 0.0103048342 0.014187673
## 3 0.024975287 0.0073904401 0.0067210128 0.0006386207 0.024005827
## 4 0.017141487 0.0266447829 0.0242395828 0.0242909381 0.010020918
## 5 0.019437492 0.0134708181 0.0520323442 0.0166055939 0.005221424
## 6 0.001307258 0.0224833564 0.0001161929 0.0249082768 0.011650159
## 7 0.013925381 0.0227163619 0.0035267745 0.0012952068 0.001816857
## 8 0.056382300 0.0143564240 0.0208077493 0.0043913482 0.016402759
## 9 0.005481427 0.0010188237 0.0224124471 0.0050227151 0.005434683
## 10 0.028828935 0.0103141677 0.0108328388 0.0152688829 0.012637434
## 11 0.011995749 0.0211476083 0.0032106535 0.0351065308 0.046731327
## 12 0.032431938 0.0292802971 0.0019190352 0.0107043676 0.006045508
## 13 0.004691874 0.0041233037 0.0141025964 0.0100466174 0.020743826
## 14 0.017596192 0.0241897580 0.0002288102 0.0088213466 0.027479349
## 15 0.011983355 0.0005246415 0.0084102952 0.0228167640 0.007366102
## 16 0.011552105 0.0390417431 0.0331476372 0.0103980243 0.030173068
## 17 0.007378154 0.0044826857 0.0114409155 0.0122508356 0.002374252
## 18 0.013181806 0.0017390673 0.0032680598 0.0377580394 0.011238361
## 19 0.009298711 0.0067930806 0.0341636252 0.0095813212 0.005696281
## 20 0.005235833 0.0100731292 0.0011944513 0.0094952899 0.015421788
## 21 0.001500996 0.0005854564 0.0031722963 0.0060985846 0.005252680
## PC17.54 PC18.54 PC19.54 PC20.54 PC21.54
## 1 0.0056585626 2.132736e-02 0.010235224 0.001633480 0.001729228
## 2 0.0039142510 3.411347e-03 0.018170476 0.015847075 0.005469355
## 3 0.0078882177 9.395336e-03 0.029620606 0.022506086 0.030544873
## 4 0.0109400901 4.295659e-03 0.011481442 0.010633742 0.041824855
## 5 0.0363839623 9.352064e-03 0.007566880 0.011437563 0.012036774
## 6 0.0049883479 4.570281e-02 0.012520540 0.005576673 0.001495298
## 7 0.0375070479 1.670549e-02 0.019291414 0.024974276 0.004099126
## 8 0.0003313023 1.242830e-02 0.016248758 0.004222065 0.003420244
## 9 0.0191702590 1.099369e-02 0.017204004 0.006300514 0.010102012
## 10 0.0253689631 3.813893e-02 0.020365340 0.012719123 0.008925855
## 11 0.0119738679 2.011533e-02 0.002505940 0.007557299 0.033324079
## 12 0.0360861494 1.941683e-02 0.039566429 0.034915387 0.013697285
## 13 0.0165994936 8.684669e-04 0.012028860 0.009796412 0.013707060
## 14 0.0460781910 1.660980e-02 0.002776522 0.004382109 0.034637553
## 15 0.0011797135 2.661985e-02 0.007934219 0.012425224 0.027097453
## 16 0.0251565088 9.632558e-06 0.010378777 0.006710492 0.009992637
## 17 0.0060490029 1.015209e-02 0.022615270 0.016462858 0.019727274
## 18 0.0103382843 1.201114e-02 0.008866299 0.016796180 0.037031157
## 19 0.0052771841 3.075458e-02 0.005755969 0.013616821 0.002420389
## 20 0.0042930855 1.559885e-03 0.001341294 0.015515080 0.019720936
## 21 0.0257481358 1.073604e-02 0.029120880 0.006395776 0.029878955
## PC22.54 PC23.54 PC24.54 PC25.54 PC26.54
## 1 0.0137213581 0.024451006 0.0136231698 0.0019594510 0.031170855
## 2 0.0022308909 0.002246492 0.0431221266 0.0069656442 0.027820804
## 3 0.0142068481 0.006273583 0.0063630024 0.0106783307 0.044790612
## 4 0.0066222614 0.013729464 0.0159174934 0.0027037507 0.010945593
## 5 0.0064925523 0.025090979 0.0076141741 0.0108427881 0.007009874
## 6 0.0148627765 0.025206946 0.0034863291 0.0067578970 0.015114218
## 7 0.0258577548 0.018095625 0.0068183260 0.0034363369 0.016879997
## 8 0.0006403948 0.025945710 0.0174972465 0.0102407774 0.006225971
## 9 0.0014797827 0.021909496 0.0221844936 0.0126750065 0.016163908
## 10 0.0224100466 0.022086453 0.0111435918 0.0170305855 0.013441267
## 11 0.0124656428 0.018887203 0.0151327532 0.0009102206 0.026996103
## 12 0.0012552236 0.001497869 0.0160532210 0.0173883937 0.019136366
## 13 0.0370342785 0.033229187 0.0092151373 0.0293152820 0.002205597
## 14 0.0218430388 0.003062546 0.0003178231 0.0118226880 0.011333390
## 15 0.0156037082 0.004628736 0.0008539759 0.0121269114 0.003731927
## 16 0.0164255942 0.011143376 0.0039617487 0.0192148835 0.015449554
## 17 0.0167011457 0.009703993 0.0031659007 0.0281783295 0.015454890
## 18 0.0250987048 0.009036125 0.0207327968 0.0081208613 0.009696782
## 19 0.0336023085 0.001343530 0.0375909646 0.0009519840 0.017374584
## 20 0.0186489576 0.033244470 0.0041696083 0.0044132283 0.033307539
## 21 0.0125719028 0.016372453 0.0226486866 0.0065363706 0.009058300
## PC27.54 PC28.54 PC29.54 PC30.54 PC31.54
## 1 0.014719210 0.0156336862 0.0088036535 0.012601867 0.004174359
## 2 0.023849425 0.0040261805 0.0014815269 0.009979675 0.015263706
## 3 0.002534821 0.0051737310 0.0222391104 0.015189626 0.025997518
## 4 0.009309978 0.0057851801 0.0061322535 0.004926097 0.007671265
## 5 0.027882938 0.0084579786 0.0042752736 0.014400389 0.003058439
## 6 0.007009808 0.0406683788 0.0110291989 0.033659846 0.012925584
## 7 0.007594187 0.0065093773 0.0030711560 0.010824531 0.005945130
## 8 0.023757233 0.0112149713 0.0148710250 0.001774396 0.001484905
## 9 0.013996912 0.0436808791 0.0232522969 0.019666219 0.010154236
## 10 0.028583655 0.0224131810 0.0151838143 0.039467916 0.018539128
## 11 0.033258648 0.0133339625 0.0308188180 0.004482350 0.037656445
## 12 0.026784552 0.0138769636 0.0004192801 0.018859996 0.018102852
## 13 0.016776723 0.0037381892 0.0185988883 0.001219636 0.027985270
## 14 0.012162201 0.0108023605 0.0235170135 0.002080816 0.003181255
## 15 0.034263125 0.0073784583 0.0115641384 0.016306145 0.004191767
## 16 0.001235330 0.0051601802 0.0005887637 0.013761298 0.001719340
## 17 0.004233637 0.0166195309 0.0044553004 0.001266608 0.031534574
## 18 0.008100478 0.0114107699 0.0061351084 0.002490327 0.054161838
## 19 0.022091746 0.0009106448 0.0063290486 0.026291000 0.003132633
## 20 0.009299084 0.0177794941 0.0125933448 0.014068196 0.017370669
## 21 0.033969504 0.0117121742 0.0232502842 0.010491023 0.028416820
## PC32.54 PC33.54 PC34.54 PC35.54 PC36.54
## 1 0.0029851974 0.0191147506 0.012025524 0.0013550745 0.009789433
## 2 0.0162663946 0.0256329947 0.007418273 0.0140772299 0.006708877
## 3 0.0002837276 0.0198939309 0.026455511 0.0321950263 0.006607765
## 4 0.0184146416 0.0102129633 0.014836509 0.0090835033 0.036984507
## 5 0.0104223994 0.0116722419 0.026510674 0.0001300507 0.009012071
## 6 0.0033227582 0.0130393617 0.024006436 0.0373494506 0.002304568
## 7 0.0146436133 0.0189418102 0.008138584 0.0287950756 0.004565738
## 8 0.0210586624 0.0038936575 0.012919974 0.0086078480 0.011843520
## 9 0.0222802022 0.0022393692 0.012347177 0.0063730692 0.010947112
## 10 0.0267766508 0.0002151087 0.036228003 0.0078566999 0.012160347
## 11 0.0214811413 0.0179679657 0.008651043 0.0149408905 0.025192807
## 12 0.0031879592 0.0134600899 0.023201341 0.0201872659 0.010501673
## 13 0.0420744340 0.0028707683 0.010400379 0.0133473051 0.017387287
## 14 0.0078498621 0.0196472971 0.017382832 0.0146963403 0.029624780
## 15 0.0222702856 0.0105086022 0.044342010 0.0046101654 0.033948985
## 16 0.0151304423 0.0205969389 0.033753540 0.0065986933 0.023176107
## 17 0.0149182965 0.0186299837 0.018632626 0.0103503177 0.035065446
## 18 0.0167544069 0.0067040547 0.009948539 0.0260160459 0.001913292
## 19 0.0247618602 0.0039000671 0.027041277 0.0123699380 0.016596176
## 20 0.0035978570 0.0144664079 0.004079093 0.0111861458 0.010576620
## 21 0.0034747865 0.0018882861 0.009935259 0.0035051021 0.008819793
## PC37.54 PC38.54 PC39.54 PC40.54 PC41.54
## 1 0.0223828281 0.003711882 0.0139428249 4.257383e-02 3.224138e-03
## 2 0.0014423404 0.012314012 0.0237440060 2.189815e-02 5.180017e-05
## 3 0.0005811690 0.002713510 0.0237627252 6.807845e-03 2.964824e-02
## 4 0.0182783638 0.006947710 0.0022444129 5.327711e-03 1.154905e-02
## 5 0.0085366773 0.006155270 0.0226132142 3.252681e-03 1.157027e-02
## 6 0.0213914434 0.002080026 0.0398844841 5.108845e-03 1.952895e-02
## 7 0.0074141025 0.002471392 0.0152522862 1.678320e-02 3.079813e-03
## 8 0.0125680970 0.011674683 0.0000855609 8.563728e-03 1.014755e-02
## 9 0.0370175504 0.030976287 0.0057903217 8.036488e-03 2.495149e-02
## 10 0.0072000055 0.005457971 0.0151044320 1.828316e-03 1.080415e-02
## 11 0.0049948889 0.009268270 0.0079574468 1.432417e-02 1.496587e-02
## 12 0.0038229054 0.006886882 0.0139807889 3.124790e-02 1.924501e-02
## 13 0.0015719128 0.014884835 0.0282106408 2.548831e-02 8.059540e-03
## 14 0.0206626050 0.014887879 0.0201818028 1.957879e-02 8.043337e-03
## 15 0.0079633574 0.061328798 0.0192273687 1.045735e-03 3.749740e-02
## 16 0.0480802380 0.019885236 0.0041671640 1.610367e-02 2.694603e-02
## 17 0.0300963681 0.019489996 0.0075449269 7.898263e-05 8.608210e-03
## 18 0.0009117208 0.018358323 0.0011205325 1.763951e-02 5.428476e-03
## 19 0.0091173282 0.007285253 0.0103233842 2.130563e-02 1.723829e-03
## 20 0.0191619692 0.006130624 0.0111340485 1.016935e-02 3.134918e-02
## 21 0.0068110633 0.024973398 0.0110103570 7.382782e-03 7.596383e-03
## PC42.54 PC43.54 PC44.54 PC45.54 PC46.54
## 1 0.0323899044 0.0077749365 0.013624847 0.006899918 0.015437185
## 2 0.0063401439 0.0071938926 0.031973380 0.001280308 0.003594276
## 3 0.0100330149 0.0155265344 0.011940985 0.006457963 0.017285922
## 4 0.0008653008 0.0002670037 0.019911102 0.003526177 0.008104409
## 5 0.0348319425 0.0178696320 0.015054485 0.031944262 0.006517117
## 6 0.0372960202 0.0024832457 0.022276022 0.016185542 0.001550490
## 7 0.0309669190 0.0159245925 0.016334927 0.041307348 0.010126927
## 8 0.0035226055 0.0034638663 0.005679830 0.022351550 0.035341457
## 9 0.0126875766 0.0123272935 0.015332884 0.003084319 0.003872223
## 10 0.0010240083 0.0090685916 0.012222824 0.018216667 0.026113945
## 11 0.0049764289 0.0026355850 0.010084244 0.001846531 0.022026616
## 12 0.0069496249 0.0375124986 0.005468838 0.002573854 0.004765132
## 13 0.0203633106 0.0063752109 0.001201524 0.012216181 0.015229575
## 14 0.0001581613 0.0004143640 0.009358596 0.048810168 0.015695294
## 15 0.0103253088 0.0010543526 0.012724114 0.010492302 0.023839808
## 16 0.0376393791 0.0237218126 0.016684992 0.019832347 0.010580637
## 17 0.0048972628 0.0319927366 0.000470291 0.016489206 0.011233530
## 18 0.0124569393 0.0016612663 0.018544698 0.010357523 0.032467065
## 19 0.0403064144 0.0365688912 0.009825516 0.005306105 0.019153358
## 20 0.0194639827 0.0416908536 0.024902120 0.014780146 0.015754227
## 21 0.0159441600 0.0174258415 0.008043164 0.006187667 0.023450185
## PC47.54 PC48.54 PC49.54 PC50.54 PC51.54
## 1 0.0185415819 0.009676484 0.012731327 0.0205016989 2.891234e-02
## 2 0.0157530837 0.008018621 0.001047132 0.0054458274 5.053185e-05
## 3 0.0134724086 0.017259537 0.001264596 0.0223537131 7.432091e-03
## 4 0.0308417015 0.000428111 0.008535380 0.0079758729 1.605710e-02
## 5 0.0140224444 0.006928971 0.011638277 0.0173617651 5.893053e-03
## 6 0.0049013286 0.034346650 0.011585849 0.0113383049 1.087213e-02
## 7 0.0164302227 0.019272333 0.014679402 0.0014358939 2.842639e-02
## 8 0.0160252010 0.029490397 0.026998154 0.0077464977 1.728496e-02
## 9 0.0088374374 0.044130689 0.015009847 0.0014120372 2.272225e-02
## 10 0.0105872301 0.005668942 0.044523392 0.0329795439 5.909433e-03
## 11 0.0019474398 0.011003969 0.004115277 0.0008671222 9.506547e-03
## 12 0.0004688775 0.006352392 0.005535342 0.0028123314 9.197704e-03
## 13 0.0040677660 0.021415245 0.008644322 0.0009013305 2.131084e-02
## 14 0.0166938051 0.023389065 0.030826123 0.0102615547 2.393401e-02
## 15 0.0096537014 0.015791203 0.035916739 0.0198680931 1.054264e-03
## 16 0.0096893428 0.012353149 0.013607762 0.0082460644 5.577876e-03
## 17 0.0156594331 0.007727190 0.017799228 0.0147265770 8.028780e-03
## 18 0.0039995210 0.006027365 0.001924934 0.0188253504 8.181411e-03
## 19 0.0144368687 0.022756666 0.015081237 0.0012942469 1.430636e-02
## 20 0.0278997555 0.018652235 0.005286181 0.0258272228 3.489990e-02
## 21 0.0248339951 0.012341676 0.018043596 0.0173358303 1.183495e-02
## PC52.54 PC53.54 PC54.54 PC55.54 PC56.54
## 1 0.021633326 0.0403311456 0.000547992 0.05061282 0.0125973203
## 2 0.010399101 0.0050398196 0.015621211 0.03758848 0.0067186803
## 3 0.015030708 0.0073035634 0.004293907 0.03463270 0.0038938297
## 4 0.015072921 0.0230593285 0.010041339 0.03335291 0.0074359458
## 5 0.009767312 0.0243144468 0.017144555 0.03242756 0.0196462852
## 6 0.003786968 0.0114923788 0.025546375 0.03229563 0.0087096612
## 7 0.029473732 0.0247756465 0.050459155 0.02968599 0.0003145702
## 8 0.038932383 0.0075705749 0.015338869 0.02940061 0.0343730458
## 9 0.005435733 0.0003310062 0.031983590 0.02762646 0.0173797478
## 10 0.011698836 0.0014647653 0.014951430 0.02683406 0.0015088859
## 11 0.001165739 0.0210651750 0.023212597 0.02600209 0.0256390383
## 12 0.032923408 0.0116590708 0.023226149 0.02593310 0.0181915709
## 13 0.026298120 0.0350156343 0.016470599 0.02385702 0.0080749649
## 14 0.005630739 0.0023678486 0.004096614 0.02341748 0.0197683709
## 15 0.003602526 0.0067532476 0.020684625 0.02299727 0.0081600580
## 16 0.022300422 0.0098949963 0.002154056 0.02289008 0.0066379636
## 17 0.020504678 0.0091205337 0.025285093 0.02144862 0.0049754763
## 18 0.013774740 0.0245576490 0.001791746 0.02106752 0.0049683435
## 19 0.004316882 0.0178186376 0.001879722 0.02094107 0.0125424399
## 20 0.015408438 0.0240816375 0.004965955 0.02077790 0.0174283978
## 21 0.015759341 0.0212736010 0.023261569 0.02064638 0.0001945403
## PC57.54 PC58.54 PC59.54 PC60.54 PC61.54
## 1 0.0006417965 0.0052174617 0.012555791 0.001549461 0.025053454
## 2 0.0241736063 0.0030323568 0.053081504 0.003391995 0.018109541
## 3 0.0060888693 0.0330127589 0.014603257 0.003578772 0.037862701
## 4 0.0658387454 0.0031831509 0.028905248 0.005174998 0.007799949
## 5 0.0158506812 0.0009472866 0.014292480 0.014205217 0.005447547
## 6 0.0147262760 0.0089823566 0.011496998 0.008801581 0.017897118
## 7 0.0063706863 0.0084707774 0.009239827 0.016366989 0.006788166
## 8 0.0139984266 0.0331325409 0.032927691 0.023113612 0.009105700
## 9 0.0005879765 0.0144710664 0.003757723 0.019381234 0.006818913
## 10 0.0277757771 0.0078703641 0.001446175 0.020770283 0.023094159
## 11 0.0159043148 0.0095231596 0.023253109 0.015746772 0.008771105
## 12 0.0199952455 0.0091488981 0.010880241 0.025814888 0.016587886
## 13 0.0183184898 0.0116716019 0.004911265 0.013655856 0.028815366
## 14 0.0205936246 0.0108039513 0.005840876 0.020052453 0.017076143
## 15 0.0154399341 0.0257238149 0.003237870 0.017245770 0.005899460
## 16 0.0150600203 0.0125730627 0.007086312 0.016131762 0.021836115
## 17 0.0176453904 0.0127410397 0.001824518 0.012420504 0.018988928
## 18 0.0001933771 0.0046913547 0.044658588 0.015132981 0.011348932
## 19 0.0097112722 0.0167199056 0.009112724 0.006072856 0.012814248
## 20 0.0092653191 0.0150806355 0.004575406 0.005582064 0.003381650
## 21 0.0299042747 0.0131431079 0.041430979 0.027264944 0.023387615
## PC62.54 PC63.54 PC64.54 PC65.54 PC66.54
## 1 0.0242492514 0.012734718 0.0003502170 0.0156599526 0.017530809
## 2 0.0003451716 0.026490567 0.0401983871 0.0266746238 0.019508073
## 3 0.0005669022 0.010293710 0.0257337042 0.0081613053 0.009185125
## 4 0.0177901996 0.012204365 0.0050042082 0.0104406179 0.013922677
## 5 0.0475253117 0.027747199 0.0240274807 0.0151292125 0.001768470
## 6 0.0152850436 0.003318310 0.0093220298 0.0082364290 0.010521834
## 7 0.0183052132 0.002879448 0.0008058106 0.0005078441 0.005562486
## 8 0.0110483910 0.007330237 0.0156091167 0.0121604366 0.022178441
## 9 0.0099734183 0.003709432 0.0039693320 0.0081797975 0.045767586
## 10 0.0061651173 0.016431445 0.0019784486 0.0074785981 0.013902288
## 11 0.0214857345 0.017334277 0.0081639542 0.0078226445 0.033123151
## 12 0.0295861388 0.018921778 0.0086562750 0.0118894306 0.013859452
## 13 0.0373239206 0.004176477 0.0079865294 0.0129645629 0.023997626
## 14 0.0140479593 0.004005805 0.0067793347 0.0176643694 0.025584274
## 15 0.0034621306 0.002854494 0.0119159451 0.0023518548 0.013604002
## 16 0.0191882290 0.003004076 0.0119618608 0.0222113321 0.029049346
## 17 0.0200988905 0.019861377 0.0070435772 0.0282850478 0.041175149
## 18 0.0001915041 0.031977539 0.0016717793 0.0214617975 0.002179003
## 19 0.0651074273 0.001195416 0.0034060351 0.0080640424 0.007152437
## 20 0.0257091467 0.019184373 0.0097488212 0.0249414399 0.032972251
## 21 0.0150682489 0.007320984 0.0112315049 0.0202808476 0.023902768
## PC67.54 PC68.54 programN.55
## 1 1.858546e-02 0.0159891192 Music
## 2 3.354950e-03 0.0006156937 Early.Childhood.Special.Education
## 3 7.234322e-03 0.0099774894 Curriculum.and.Teaching
## 4 6.728917e-03 0.0177623083 Leadership
## 5 8.809235e-04 0.0202401258 Physiology
## 6 1.206346e-02 0.0051062697 English.Education
## 7 7.965321e-05 0.0113511622 School.Psychology
## 8 2.077937e-02 0.0093621067 Measurement..Evaluation.and.Statistics
## 9 9.370916e-03 0.0218993263 Cooperation.and.Conflict.Resolution
## 10 2.545210e-03 0.0168560548 Nursing
## 11 1.229241e-02 0.0122383227 History
## 12 2.697612e-02 0.0012410059 Anthropology
## 13 4.366769e-03 0.0302318253 Arts.Administration
## 14 9.485408e-03 0.0062622921 Literacy
## 15 8.621536e-03 0.0140855684 Gifted.Education
## 16 1.378417e-02 0.0285520058 Communication.Media.and.Learning.Technologies
## 17 1.131067e-02 0.0273981855 Developmental.Psychology
## 18 2.211844e-02 0.0416938066 Education.Leadership
## 19 9.976382e-03 0.0225654471 Psychological.Counseling
## 20 9.886671e-03 0.0156976393 Nutrition
## 21 2.070546e-02 0.0299029717 Reading
## PC1.55 PC2.55 PC3.55 PC4.55 PC5.55
## 1 0.0013313270 0.009494630 0.0221763981 0.004001520 0.033295249
## 2 0.0044082527 0.025552068 0.0223882055 0.031399622 0.016186983
## 3 0.0063964291 0.020275903 0.0124009592 0.021089345 0.002122926
## 4 0.0290675630 0.008565375 0.0086364809 0.030922191 0.003686220
## 5 0.0145740709 0.036751371 0.0037967058 0.019235619 0.005857138
## 6 0.0092787177 0.003928365 0.0054881232 0.053140566 0.009994085
## 7 0.0141583324 0.011341619 0.0090697886 0.005333568 0.006691396
## 8 0.0064349114 0.001654446 0.0432617565 0.009064714 0.005170621
## 9 0.0305095423 0.008861744 0.0055603952 0.005966753 0.003008791
## 10 0.0006894445 0.031856095 0.0102831322 0.014918717 0.019532896
## 11 0.0266635454 0.002442781 0.0015556889 0.002129030 0.053094195
## 12 0.0072486176 0.011392533 0.0050472881 0.024933330 0.014114775
## 13 0.0307983700 0.007006109 0.0247494405 0.006416754 0.028090936
## 14 0.0152527089 0.007728221 0.0030912051 0.034076638 0.019110208
## 15 0.0092887624 0.004412504 0.0187600132 0.017369485 0.023692494
## 16 0.0075316150 0.001195994 0.0359331333 0.004544931 0.013646469
## 17 0.0134623097 0.022812501 0.0003474403 0.000157270 0.010744894
## 18 0.0239817584 0.004788017 0.0006161223 0.014156687 0.025750436
## 19 0.0056757968 0.030173588 0.0132593925 0.027190710 0.023092825
## 20 0.0130965562 0.017259920 0.0168468987 0.002510452 0.003856389
## 21 0.0204406685 0.001183486 0.0079798028 0.015076671 0.028443466
## PC6.55 PC7.55 PC8.55 PC9.55 PC10.55
## 1 0.0005785762 0.039813611 0.0079498414 0.023227344 0.0144477798
## 2 0.0075348165 0.021218400 0.0177969933 0.030278451 0.0153284004
## 3 0.0169547295 0.003075818 0.0112353671 0.044147375 0.0024636900
## 4 0.0018731048 0.003692028 0.0135943024 0.014778634 0.0115999829
## 5 0.0047655130 0.008507044 0.0121030646 0.013003430 0.0099895795
## 6 0.0057419804 0.008528871 0.0073043121 0.005619475 0.0274263942
## 7 0.0365560870 0.011510206 0.0160879548 0.031969633 0.0039291076
## 8 0.0293884964 0.020607083 0.0014070944 0.017986220 0.0238703915
## 9 0.0044337281 0.014577912 0.0086628587 0.029455859 0.0198420109
## 10 0.0130448130 0.008519062 0.0026309260 0.005337466 0.0235534283
## 11 0.0056032077 0.002422623 0.0158731531 0.001431406 0.0028922222
## 12 0.0207416050 0.025954417 0.0122898292 0.025212914 0.0113607637
## 13 0.0099180873 0.005405654 0.0080879877 0.015575526 0.0017274695
## 14 0.0021212641 0.037573550 0.0338118411 0.001075257 0.0021391054
## 15 0.0027821733 0.045686018 0.0320883183 0.016162825 0.0040634158
## 16 0.0006050177 0.020911510 0.0393046696 0.008235191 0.0295657210
## 17 0.0006575599 0.001440343 0.0250115497 0.031895777 0.0353662917
## 18 0.0036752154 0.014110727 0.0126121955 0.002085505 0.0382958480
## 19 0.0185385286 0.001151043 0.0006924103 0.017994401 0.0007766548
## 20 0.0235834428 0.001032978 0.0009109188 0.045414953 0.0028813655
## 21 0.0131204338 0.002924724 0.0232753503 0.004192322 0.0131786178
## PC11.55 PC12.55 PC13.55 PC14.55 PC15.55
## 1 2.445492e-02 0.021981160 0.0185234630 0.0119186711 0.025923882
## 2 1.066777e-02 0.010888186 0.0047609933 0.0203859263 0.010280524
## 3 2.715194e-02 0.005730825 0.0151856779 0.0097664484 0.048463121
## 4 1.632252e-02 0.056382300 0.0143564240 0.0208077493 0.004391348
## 5 3.500399e-02 0.016826299 0.0110960670 0.0001699382 0.005898274
## 6 5.615917e-03 0.007881216 0.0034628875 0.0007916287 0.024252315
## 7 4.100355e-03 0.002958882 0.0018835188 0.0346521165 0.026257248
## 8 1.300586e-02 0.025791954 0.0303641121 0.0180542112 0.008045789
## 9 1.025170e-02 0.024695811 0.0181019454 0.0094167531 0.017100243
## 10 6.672129e-05 0.005624662 0.0186608463 0.0135071313 0.015926143
## 11 5.277345e-03 0.016671175 0.0013146984 0.0225753122 0.014450027
## 12 1.411341e-04 0.011995749 0.0211476083 0.0032106535 0.035106531
## 13 8.733401e-03 0.008750914 0.0006597047 0.0038522310 0.011251580
## 14 1.079241e-02 0.003374029 0.0321135057 0.0104948236 0.019235691
## 15 5.649963e-03 0.033897016 0.0208054594 0.0158050107 0.009377644
## 16 2.426233e-02 0.029330227 0.0035438972 0.0299153100 0.020680875
## 17 1.913504e-02 0.017596192 0.0241897580 0.0002288102 0.008821347
## 18 1.800750e-02 0.019437492 0.0134708181 0.0520323442 0.016605594
## 19 2.270951e-02 0.005072075 0.0051420483 0.0244578886 0.007805007
## 20 3.953013e-02 0.019583909 0.0253531468 0.0080098225 0.013481952
## 21 1.519289e-02 0.032431938 0.0292802971 0.0019190352 0.010704368
## PC16.55 PC17.55 PC18.55 PC19.55 PC20.55
## 1 0.008021661 0.0151384369 0.0101918827 0.016570914 0.021952516
## 2 0.007284086 0.0000681285 0.0013513795 0.003124974 0.057706894
## 3 0.027299040 0.0187114066 0.0059827228 0.029691707 0.016885039
## 4 0.016402759 0.0003313023 0.0124282979 0.016248758 0.004222065
## 5 0.018227567 0.0090266772 0.0149678383 0.012278341 0.021873948
## 6 0.024049301 0.0088987259 0.0373760421 0.029610708 0.022473493
## 7 0.005438831 0.0350320756 0.0410151501 0.001880376 0.019524309
## 8 0.011166111 0.0075813830 0.0310925126 0.009605183 0.016777008
## 9 0.002798045 0.0004136718 0.0032913441 0.036081187 0.022488120
## 10 0.014508125 0.0233019901 0.0392991538 0.023920715 0.018546330
## 11 0.007566383 0.0086314728 0.0152790336 0.011884667 0.004470544
## 12 0.046731327 0.0119738679 0.0201153284 0.002505940 0.007557299
## 13 0.012968430 0.0039321607 0.0203053583 0.010654843 0.032358351
## 14 0.024823046 0.0127277050 0.0137633239 0.012915821 0.003471058
## 15 0.004570248 0.0252271450 0.0140183587 0.013188328 0.001946306
## 16 0.016643685 0.0140970148 0.0008651406 0.003568520 0.012691021
## 17 0.027479349 0.0460781910 0.0166098046 0.002776522 0.004382109
## 18 0.005221424 0.0363839623 0.0093520641 0.007566880 0.011437563
## 19 0.011878138 0.0177122036 0.0292384912 0.019815966 0.013080943
## 20 0.005945587 0.0198765891 0.0047318980 0.004573153 0.006173864
## 21 0.006045508 0.0360861494 0.0194168319 0.039566429 0.034915387
## PC21.55 PC22.55 PC23.55 PC24.55 PC25.55
## 1 0.039512670 0.0198097724 0.030475818 0.0093538918 0.0165904965
## 2 0.004542651 0.0004601013 0.010723076 0.0040069641 0.0076742108
## 3 0.002865449 0.0207473082 0.011529385 0.0248510128 0.0168177139
## 4 0.003420244 0.0006403948 0.025945710 0.0174972465 0.0102407774
## 5 0.001401894 0.0086863685 0.006160452 0.0091902405 0.0132747965
## 6 0.011950370 0.0140340932 0.007340199 0.0269439299 0.0029602518
## 7 0.023325871 0.0249552189 0.015782183 0.0140918768 0.0083716108
## 8 0.002808705 0.0062915205 0.011286880 0.0152568543 0.0015038946
## 9 0.018919723 0.0118203821 0.004909622 0.0191033895 0.0214518746
## 10 0.011172795 0.0175862325 0.017410280 0.0063199884 0.0417411276
## 11 0.012175998 0.0245537184 0.012114720 0.0094417861 0.0052949583
## 12 0.033324079 0.0124656428 0.018887203 0.0151327532 0.0009102206
## 13 0.020597602 0.0013819940 0.016113398 0.0239016203 0.0232217659
## 14 0.007798001 0.0195599840 0.036470644 0.0257586828 0.0184477356
## 15 0.010921504 0.0046198194 0.007484015 0.0051305775 0.0377828691
## 16 0.002908574 0.0036096859 0.033189200 0.0045110901 0.0005069328
## 17 0.034637553 0.0218430388 0.003062546 0.0003178231 0.0118226880
## 18 0.012036774 0.0064925523 0.025090979 0.0076141741 0.0108427881
## 19 0.043441324 0.0022734514 0.008232161 0.0044123689 0.0027872215
## 20 0.005629982 0.0279877482 0.008317954 0.0115328840 0.0056323336
## 21 0.013697285 0.0012552236 0.001497869 0.0160532210 0.0173883937
## PC26.55 PC27.55 PC28.55 PC29.55 PC30.55
## 1 0.0051181020 0.006343802 0.008623215 0.0068231992 0.0089795277
## 2 0.0146240625 0.004040711 0.011303206 0.0111171602 0.0027024728
## 3 0.0067012627 0.003219144 0.022670003 0.0135109145 0.0043574821
## 4 0.0062259708 0.023757233 0.011214971 0.0148710250 0.0017743965
## 5 0.0235061914 0.030570803 0.023033221 0.0311965366 0.0151084641
## 6 0.0172001321 0.027199242 0.012703029 0.0164621682 0.0293205024
## 7 0.0178076605 0.006331016 0.014391930 0.0080001191 0.0217540643
## 8 0.0068199875 0.011248786 0.015458220 0.0062046542 0.0472040901
## 9 0.0141023357 0.042569943 0.038724487 0.0198672945 0.0258931482
## 10 0.0112410122 0.026531295 0.041221943 0.0213847071 0.0110775041
## 11 0.0020127433 0.013727667 0.025584539 0.0110504073 0.0484028724
## 12 0.0269961025 0.033258648 0.013333962 0.0308188180 0.0044823495
## 13 0.0285089308 0.004575269 0.017818209 0.0342700445 0.0161297440
## 14 0.0011233195 0.014363338 0.006891063 0.0142890013 0.0085237419
## 15 0.0236583913 0.023583957 0.012826728 0.0068408549 0.0035965995
## 16 0.0003158871 0.016106481 0.031053245 0.0217171510 0.0024430145
## 17 0.0113333903 0.012162201 0.010802360 0.0235170135 0.0020808158
## 18 0.0070098740 0.027882938 0.008457979 0.0042752736 0.0144003887
## 19 0.0066630964 0.014710568 0.030881220 0.0103775123 0.0001298397
## 20 0.0261333384 0.024874627 0.006575149 0.0578909358 0.0055779811
## 21 0.0191363660 0.026784552 0.013876964 0.0004192801 0.0188599964
## PC31.55 PC32.55 PC33.55 PC34.55 PC35.55
## 1 0.005485493 0.0129087503 0.0037075278 0.0332421854 0.0015670642
## 2 0.031780227 0.0183877764 0.0226502384 0.0037229312 0.0094923712
## 3 0.005976028 0.0099387450 0.0242688886 0.0079030393 0.0011581776
## 4 0.001484905 0.0210586624 0.0038936575 0.0129199735 0.0086078480
## 5 0.037636745 0.0208240629 0.0172165126 0.0208803279 0.0179564765
## 6 0.010651582 0.0200756744 0.0031951368 0.0270470011 0.0074471883
## 7 0.023882759 0.0172114354 0.0035637641 0.0117691234 0.0083103352
## 8 0.001692669 0.0084589638 0.0170221307 0.0009184801 0.0379911299
## 9 0.016602222 0.0197211485 0.0102347161 0.0255129422 0.0156989112
## 10 0.005863882 0.0161011067 0.0253661575 0.0060305240 0.0080198432
## 11 0.017759978 0.0145140855 0.0042574736 0.0230322985 0.0042287075
## 12 0.037656445 0.0214811413 0.0179679657 0.0086510429 0.0149408905
## 13 0.015579713 0.0014454672 0.0009011486 0.0091688055 0.0244545643
## 14 0.020838625 0.0157810997 0.0139882628 0.0016611417 0.0089635212
## 15 0.008247822 0.0032412624 0.0084695108 0.0127960320 0.0227466346
## 16 0.037442747 0.0005015064 0.0002309027 0.0030895186 0.0373922638
## 17 0.003181255 0.0078498621 0.0196472971 0.0173828316 0.0146963403
## 18 0.003058439 0.0104223994 0.0116722419 0.0265106743 0.0001300507
## 19 0.008169168 0.0184546139 0.0295608177 0.0123647695 0.0187980202
## 20 0.029615790 0.0002693448 0.0026487843 0.0132779417 0.0225769892
## 21 0.018102852 0.0031879592 0.0134600899 0.0232013411 0.0201872659
## PC36.55 PC37.55 PC38.55 PC39.55 PC40.55
## 1 0.0282139147 0.0256849278 0.015024316 1.154034e-02 1.881309e-02
## 2 0.0157418244 0.0233624779 0.011820366 2.381957e-03 4.168525e-03
## 3 0.0021875264 0.0021328520 0.017632292 3.426540e-02 1.265250e-02
## 4 0.0118435196 0.0125680970 0.011674683 8.556090e-05 8.563728e-03
## 5 0.0231480447 0.0342251827 0.001936499 2.253919e-02 1.376366e-02
## 6 0.0006196092 0.0145370901 0.007350681 3.993789e-02 1.928240e-03
## 7 0.0208775866 0.0264355233 0.042190943 2.694085e-02 3.354874e-02
## 8 0.0038771189 0.0379208537 0.010920916 1.688190e-02 7.955152e-03
## 9 0.0060653835 0.0158166516 0.009181122 9.519722e-03 5.606699e-03
## 10 0.0288395366 0.0188331267 0.001502887 1.750696e-04 3.577850e-04
## 11 0.0139193464 0.0060609155 0.021004263 6.512379e-06 5.594068e-03
## 12 0.0251928075 0.0049948889 0.009268270 7.957447e-03 1.432417e-02
## 13 0.0267714902 0.0102853461 0.043045569 1.190450e-02 6.646896e-03
## 14 0.0063303252 0.0146810979 0.020140639 1.075960e-02 1.674395e-02
## 15 0.0339598834 0.0191036106 0.021678306 3.177639e-02 2.223649e-02
## 16 0.0153658244 0.0010882873 0.002571623 1.742490e-03 8.616916e-04
## 17 0.0296247802 0.0206626050 0.014887879 2.018180e-02 1.957879e-02
## 18 0.0090120708 0.0085366773 0.006155270 2.261321e-02 3.252681e-03
## 19 0.0028557961 0.0286790383 0.019406810 4.717609e-03 8.846041e-05
## 20 0.0112828676 0.0001471242 0.005862358 1.746571e-02 2.279764e-02
## 21 0.0105016730 0.0038229054 0.006886882 1.398079e-02 3.124790e-02
## PC41.55 PC42.55 PC43.55 PC44.55 PC45.55
## 1 8.162331e-05 0.0034265889 0.009059190 0.0039600349 0.010282711
## 2 2.063920e-02 0.0170856485 0.021299853 0.0084559490 0.029359882
## 3 8.513003e-03 0.0129162100 0.010799224 0.0039900158 0.007330942
## 4 1.014755e-02 0.0035226055 0.003463866 0.0056798300 0.022351550
## 5 1.823445e-02 0.0239487675 0.008844516 0.0173245255 0.004533967
## 6 4.918339e-03 0.0017126056 0.002421392 0.0281666589 0.010476676
## 7 1.469046e-02 0.0056022036 0.013212907 0.0172855631 0.013971041
## 8 9.891196e-03 0.0200660088 0.013458194 0.0186957270 0.006630258
## 9 2.322842e-04 0.0044774087 0.025925866 0.0107523781 0.004458127
## 10 1.680392e-02 0.0140898402 0.046305247 0.0227728977 0.004282224
## 11 1.247736e-02 0.0090942510 0.003859800 0.0224522737 0.030398674
## 12 1.496587e-02 0.0049764289 0.002635585 0.0100842442 0.001846531
## 13 1.045714e-02 0.0032790427 0.012522541 0.0124287559 0.036131628
## 14 2.193217e-02 0.0092349479 0.016538650 0.0209427478 0.028804647
## 15 2.779095e-02 0.0206563328 0.020324925 0.0002421774 0.010535776
## 16 2.542620e-02 0.0170409778 0.014841274 0.0101314409 0.008893756
## 17 8.043337e-03 0.0001581613 0.000414364 0.0093585961 0.048810168
## 18 1.157027e-02 0.0348319425 0.017869632 0.0150544850 0.031944262
## 19 3.456438e-02 0.0183645191 0.007491548 0.0551015080 0.014123210
## 20 2.937106e-02 0.0080766268 0.008436541 0.0013950552 0.001118995
## 21 1.924501e-02 0.0069496249 0.037512499 0.0054688382 0.002573854
## PC46.55 PC47.55 PC48.55 PC49.55 PC50.55
## 1 2.272018e-02 0.0149340891 2.508383e-03 0.027603506 0.0123742531
## 2 4.285109e-03 0.0235066539 2.250952e-02 0.016686431 0.0247123911
## 3 2.109297e-03 0.0064423215 5.942735e-04 0.030270919 0.0155641485
## 4 3.534146e-02 0.0160252010 2.949040e-02 0.026998154 0.0077464977
## 5 7.415926e-03 0.0042818520 1.911645e-02 0.005849950 0.0165306837
## 6 1.516075e-02 0.0024067526 4.769146e-02 0.014883303 0.0080353999
## 7 2.314413e-02 0.0157752637 2.516294e-03 0.001772171 0.0005050121
## 8 1.051833e-02 0.0102753241 8.846563e-03 0.020997691 0.0158671679
## 9 3.036392e-02 0.0135859381 1.962375e-02 0.009611119 0.0163555965
## 10 1.184545e-02 0.0346049021 1.236260e-02 0.008435817 0.0215834301
## 11 1.445152e-02 0.0233502572 4.104485e-03 0.001196755 0.0170451125
## 12 2.202662e-02 0.0019474398 1.100397e-02 0.004115277 0.0008671222
## 13 8.812361e-03 0.0162968841 8.809708e-05 0.040440421 0.0450641610
## 14 2.497439e-02 0.0095583605 2.553716e-02 0.018831624 0.0230699522
## 15 2.598531e-02 0.0110295939 2.159048e-02 0.021740957 0.0212509860
## 16 2.071444e-02 0.0055290824 3.238020e-02 0.016529460 0.0277537598
## 17 1.569529e-02 0.0166938051 2.338906e-02 0.030826123 0.0102615547
## 18 6.517117e-03 0.0140224444 6.928971e-03 0.011638277 0.0173617651
## 19 4.329316e-02 0.0069080557 1.198624e-02 0.007858785 0.0077718093
## 20 7.033337e-05 0.0054505524 2.270086e-02 0.006134355 0.0248583148
## 21 4.765132e-03 0.0004688775 6.352392e-03 0.005535342 0.0028123314
## PC51.55 PC52.55 PC53.55 PC54.55 PC55.55
## 1 0.0049943191 0.021026577 0.021806343 0.0229360323 0.0016926755
## 2 0.0174451145 0.037332067 0.001900268 0.0261463582 0.0097246318
## 3 0.0188651661 0.011721599 0.008416412 0.0300685024 0.0118851146
## 4 0.0172849563 0.038932383 0.007570575 0.0153388685 0.0294006112
## 5 0.0379471377 0.008881274 0.003507931 0.0166824679 0.0104525930
## 6 0.0006677501 0.022416943 0.004682859 0.0098045072 0.0003477724
## 7 0.0023876970 0.000584539 0.029418155 0.0102268671 0.0117759579
## 8 0.0078240958 0.022273503 0.012351382 0.0002232964 0.0169745055
## 9 0.0039280288 0.005412476 0.012177019 0.0186518929 0.0167067128
## 10 0.0196754224 0.004889472 0.024011055 0.0034722408 0.0096144876
## 11 0.0465006563 0.001842569 0.033400561 0.0222085762 0.0150609786
## 12 0.0095065472 0.001165739 0.021065175 0.0232125969 0.0260020882
## 13 0.0017047447 0.002983082 0.003351440 0.0153960358 0.0019092258
## 14 0.0163549630 0.003342822 0.004958112 0.0329088967 0.0127457601
## 15 0.0115477345 0.018993334 0.006851042 0.0090353732 0.0107914432
## 16 0.0032255325 0.009809450 0.006968632 0.0010971014 0.0170561667
## 17 0.0239340125 0.005630739 0.002367849 0.0040966143 0.0234174752
## 18 0.0058930527 0.009767312 0.024314447 0.0171445546 0.0324275632
## 19 0.0007122451 0.021253623 0.016209640 0.0001327207 0.0018413514
## 20 0.0174147560 0.003283311 0.016150887 0.0250851364 0.0044339644
## 21 0.0091977040 0.032923408 0.011659071 0.0232261491 0.0259331015
## PC56.55 PC57.55 PC58.55 PC59.55 PC60.55
## 1 0.04831295 0.0101841356 0.0078136921 0.0021907568 0.0009684508
## 2 0.04212405 0.0005518043 0.0043324004 0.0184290887 0.0332279822
## 3 0.04158858 0.0054253755 0.0192126686 0.0155819095 0.0086626760
## 4 0.03437305 0.0139984266 0.0331325409 0.0329276914 0.0231136116
## 5 0.03406292 0.0041799317 0.0322035596 0.0114455837 0.0176314357
## 6 0.03384108 0.0067994928 0.0045794819 0.0035929535 0.0021104248
## 7 0.03378771 0.0002138958 0.0055600502 0.0180751076 0.0082155131
## 8 0.03057964 0.0504030134 0.0228740493 0.0170088588 0.0200689902
## 9 0.03028230 0.0006870612 0.0012665386 0.0265810576 0.0006534196
## 10 0.02878120 0.0084370519 0.0209606836 0.0001859973 0.0081974840
## 11 0.02662520 0.0216577643 0.0094062669 0.0064088133 0.0035529432
## 12 0.02563904 0.0159043148 0.0095231596 0.0232531093 0.0157467721
## 13 0.02205274 0.0189498703 0.0057354535 0.0177952340 0.0109030140
## 14 0.02125855 0.0048808402 0.0320283684 0.0203038577 0.0109428327
## 15 0.02067918 0.0010814374 0.0044385602 0.0053523100 0.0112577741
## 16 0.02043794 0.0222050920 0.0057568211 0.0173497481 0.0146415426
## 17 0.01976837 0.0205936246 0.0108039513 0.0058408764 0.0200524530
## 18 0.01964629 0.0158506812 0.0009472866 0.0142924798 0.0142052170
## 19 0.01930797 0.0249291572 0.0001651332 0.0240504419 0.0024020792
## 20 0.01871628 0.0087558228 0.0163066446 0.0161335561 0.0411753410
## 21 0.01819157 0.0199952455 0.0091488981 0.0108802410 0.0258148884
## PC61.55 PC62.55 PC63.55 PC64.55 PC65.55
## 1 0.0298568958 5.964385e-03 0.0137784153 0.0349634475 1.900396e-02
## 2 0.0135424983 1.501487e-02 0.0268405480 0.0072716741 8.621503e-03
## 3 0.0174207142 3.912263e-04 0.0107693238 0.0263275157 4.192327e-02
## 4 0.0091057001 1.104839e-02 0.0073302366 0.0156091167 1.216044e-02
## 5 0.0009550841 3.938723e-03 0.0009389781 0.0020680938 2.652321e-02
## 6 0.0116719379 6.513001e-03 0.0164574792 0.0226606265 1.668568e-02
## 7 0.0211962649 6.059957e-06 0.0055376059 0.0197953117 1.557555e-02
## 8 0.0282726925 4.814962e-03 0.0124013487 0.0093039685 9.480562e-05
## 9 0.0046067164 3.822359e-02 0.0347435548 0.0077435102 1.001768e-02
## 10 0.0077947018 6.710056e-03 0.0146772136 0.0001243280 9.623472e-03
## 11 0.0265464184 2.305947e-02 0.0205841234 0.0079861148 2.013989e-02
## 12 0.0087711047 2.148573e-02 0.0173342774 0.0081639542 7.822644e-03
## 13 0.0074240515 1.287913e-02 0.0212965070 0.0043032116 2.537050e-02
## 14 0.0084561941 1.092215e-02 0.0236205478 0.0370467756 3.178783e-03
## 15 0.0103215209 2.376579e-02 0.0398226846 0.0022061130 1.037748e-02
## 16 0.0303494108 2.165496e-04 0.0019205516 0.0357412557 2.299145e-03
## 17 0.0170761427 1.404796e-02 0.0040058054 0.0067793347 1.766437e-02
## 18 0.0054475466 4.752531e-02 0.0277471992 0.0240274807 1.512921e-02
## 19 0.0290625104 2.209401e-03 0.0070521237 0.0007189327 2.026093e-02
## 20 0.0001218313 1.265646e-02 0.0188375284 0.0258825479 6.652772e-03
## 21 0.0165878861 2.958614e-02 0.0189217779 0.0086562750 1.188943e-02
## PC66.55 PC67.55 PC68.55
## 1 0.003949686 0.0049023949 0.0015280487
## 2 0.001465802 0.0007717288 0.0055024242
## 3 0.016629126 0.0038822470 0.0056948558
## 4 0.022178441 0.0207793749 0.0093621067
## 5 0.032522131 0.0089167304 0.0119576270
## 6 0.023528320 0.0312086770 0.0180189870
## 7 0.012839794 0.0217421688 0.0007237298
## 8 0.012938499 0.0122009359 0.0082811154
## 9 0.016299461 0.0134663403 0.0261225260
## 10 0.010578671 0.0160436216 0.0121917775
## 11 0.022269664 0.0301882735 0.0013267173
## 12 0.033123151 0.0122924125 0.0122383227
## 13 0.005015689 0.0237126506 0.0237488777
## 14 0.009898796 0.0194024863 0.0093175439
## 15 0.007431757 0.0160209828 0.0199395695
## 16 0.000491490 0.0381285435 0.0013843133
## 17 0.025584274 0.0094854078 0.0062622921
## 18 0.001768470 0.0008809235 0.0202401258
## 19 0.002539966 0.0048560626 0.0037756628
## 20 0.006601839 0.0136076170 0.0115046748
## 21 0.013859452 0.0269761205 0.0012410059
## programN.56 PC1.56 PC2.56
## 1 Science.Education 1.849125e-04 0.006356675
## 2 Measurement..Evaluation.and.Statistics 6.434911e-03 0.001654446
## 3 Sociology 2.158233e-02 0.024251895
## 4 Adult.Education 2.842413e-02 0.013389713
## 5 Mathematics 4.774164e-03 0.001823151
## 6 Cognitive.Science 4.729092e-04 0.017468663
## 7 Early.Childhood.Education 1.631755e-02 0.002736457
## 8 Teaching.English 1.448270e-02 0.010533581
## 9 Sexuality..Women.and.Gender.in.Psychology 2.166156e-02 0.026960344
## 10 Clinical.Psychology 2.220278e-02 0.037195249
## 11 Psychological.Counseling 5.675797e-03 0.030173588
## 12 Linguistics 4.947331e-03 0.007329538
## 13 Deaf.and.Hard.of.Hearing 4.832062e-04 0.030295644
## 14 Psychology 2.043693e-02 0.030001191
## 15 Communication.Media.and.Learning.Technologies 7.531615e-03 0.001195994
## 16 History 2.666355e-02 0.002442781
## 17 Developmental.Psychology 1.346231e-02 0.022812501
## 18 Communication.Sciences.and.Disorders 1.222225e-02 0.021605319
## 19 Inclusive.Education 1.706151e-02 0.010920638
## 20 Reading 2.044067e-02 0.001183486
## 21 Physical.Education 5.059954e-05 0.029865684
## PC3.56 PC4.56 PC5.56 PC6.56 PC7.56
## 1 0.0161918004 0.0161678166 1.648164e-02 0.0569476990 0.009092715
## 2 0.0432617565 0.0090647142 5.170621e-03 0.0293884964 0.020607083
## 3 0.0045334295 0.0278952166 2.804944e-03 0.0061365878 0.011291739
## 4 0.0011753502 0.0094882961 2.001121e-02 0.0262821686 0.020197883
## 5 0.0463887703 0.0087165361 1.878698e-02 0.0074538327 0.011699476
## 6 0.0481096185 0.0224692585 9.744760e-03 0.0120697447 0.007918463
## 7 0.0021324511 0.0260539388 1.305411e-02 0.0121212730 0.020794978
## 8 0.0010454784 0.0465099061 1.559886e-03 0.0093156213 0.008608775
## 9 0.0039637231 0.0126042931 2.323197e-02 0.0241148815 0.016476556
## 10 0.0031620282 0.0011901552 4.759591e-03 0.0145551406 0.020461037
## 11 0.0132593925 0.0271907105 2.309283e-02 0.0185385286 0.001151043
## 12 0.0065879987 0.0541071873 2.084087e-02 0.0025245649 0.023404781
## 13 0.0003625311 0.0332722791 8.320232e-03 0.0176110527 0.029480553
## 14 0.0276083755 0.0004348856 1.545134e-02 0.0010334181 0.009506050
## 15 0.0359331333 0.0045449315 1.364647e-02 0.0006050177 0.020911510
## 16 0.0015556889 0.0021290297 5.309420e-02 0.0056032077 0.002422623
## 17 0.0003474403 0.0001572700 1.074489e-02 0.0006575599 0.001440343
## 18 0.0114353776 0.0216968948 1.155628e-02 0.0310619020 0.045103579
## 19 0.0032186462 0.0005861185 2.238350e-02 0.0297825498 0.015254051
## 20 0.0079798028 0.0150766710 2.844347e-02 0.0131204338 0.002924724
## 21 0.0172981154 0.0069405861 5.902268e-05 0.0010439017 0.010912656
## PC8.56 PC9.56 PC10.56 PC11.56 PC12.56
## 1 0.0104372384 0.027654292 0.0030678251 0.012601437 0.0171414865
## 2 0.0014070944 0.017986220 0.0238703915 0.013005861 0.0257919544
## 3 0.0070614680 0.001296332 0.0150742112 0.026223389 0.0087327063
## 4 0.0135619588 0.001392056 0.0118614379 0.005860820 0.0044019126
## 5 0.0227874887 0.005242621 0.0266623343 0.007351706 0.0002360754
## 6 0.0089828445 0.009327772 0.0019688466 0.032485693 0.0015009957
## 7 0.0330284428 0.021549936 0.0196400201 0.007100216 0.0014550918
## 8 0.0171062957 0.008709267 0.0001295534 0.006678637 0.0288289354
## 9 0.0133393896 0.020629130 0.0133064824 0.028099261 0.0135083558
## 10 0.0096703098 0.007534750 0.0044329389 0.000315626 0.0218082169
## 11 0.0006924103 0.017994401 0.0007766548 0.022709513 0.0050720745
## 12 0.0170624568 0.012953165 0.0343666431 0.010976296 0.0037057055
## 13 0.0111934079 0.017047241 0.0148158096 0.015438419 0.0179482131
## 14 0.0114231834 0.023075020 0.0059241391 0.010645059 0.0199214405
## 15 0.0393046696 0.008235191 0.0295657210 0.024262326 0.0293302265
## 16 0.0158731531 0.001431406 0.0028922222 0.005277345 0.0166711748
## 17 0.0250115497 0.031895777 0.0353662917 0.019135039 0.0175961919
## 18 0.0201804760 0.003670227 0.0100800326 0.027322953 0.0030804587
## 19 0.0071218003 0.009367531 0.0180083256 0.035648246 0.0137136493
## 20 0.0232753503 0.004192322 0.0131786178 0.015192894 0.0324319381
## 21 0.0181621668 0.021004884 0.0132190247 0.002763763 0.0182589908
## PC13.56 PC14.56 PC15.56 PC16.56 PC17.56
## 1 0.0266447829 0.0242395828 0.024290938 0.010020918 0.0109400901
## 2 0.0303641121 0.0180542112 0.008045789 0.011166111 0.0075813830
## 3 0.0003873450 0.0205601763 0.009152638 0.008549125 0.0077309109
## 4 0.0027171270 0.0191924286 0.021354587 0.020422979 0.0102031935
## 5 0.0128182972 0.0397456821 0.024119780 0.020222250 0.0046754910
## 6 0.0005854564 0.0031722963 0.006098585 0.005252680 0.0257481358
## 7 0.0251107596 0.0031950390 0.026141851 0.032150140 0.0249982477
## 8 0.0103141677 0.0108328388 0.015268883 0.012637434 0.0253689631
## 9 0.0095990422 0.0028277341 0.024154270 0.003440244 0.0041580796
## 10 0.0003086636 0.0062008888 0.003828789 0.004582990 0.0406961358
## 11 0.0051420483 0.0244578886 0.007805007 0.011878138 0.0177122036
## 12 0.0193361508 0.0029508998 0.010304834 0.014187673 0.0039142510
## 13 0.0281445419 0.0051460533 0.025029745 0.025337306 0.0144666111
## 14 0.0272607544 0.0136792696 0.003690628 0.002127134 0.0181882465
## 15 0.0035438972 0.0299153100 0.020680875 0.016643685 0.0140970148
## 16 0.0013146984 0.0225753122 0.014450027 0.007566383 0.0086314728
## 17 0.0241897580 0.0002288102 0.008821347 0.027479349 0.0460781910
## 18 0.0063129079 0.0127541932 0.008631775 0.014593970 0.0006396479
## 19 0.0006533485 0.0122610400 0.020385249 0.012446626 0.0287832542
## 20 0.0292802971 0.0019190352 0.010704368 0.006045508 0.0360861494
## 21 0.0120707436 0.0102297713 0.007343846 0.033150723 0.0362778080
## PC18.56 PC19.56 PC20.56 PC21.56 PC22.56
## 1 0.0042956585 0.0114814416 0.010633742 0.0418248551 0.0066222614
## 2 0.0310925126 0.0096051825 0.016777008 0.0028087050 0.0062915205
## 3 0.0332793784 0.0387235928 0.003486161 0.0240717349 0.0233573982
## 4 0.0001088556 0.0210826317 0.018696905 0.0204459493 0.0207827210
## 5 0.0001654039 0.0017070405 0.037763175 0.0047122443 0.0268411053
## 6 0.0107360358 0.0291208804 0.006395776 0.0298789547 0.0125719028
## 7 0.0099390354 0.0010155083 0.028130418 0.0171683156 0.0160529655
## 8 0.0381389304 0.0203653401 0.012719123 0.0089258554 0.0224100466
## 9 0.0130532772 0.0139754359 0.017997007 0.0094939382 0.0042878651
## 10 0.0046276920 0.0098596078 0.008355508 0.0065518197 0.0112093208
## 11 0.0292384912 0.0198159657 0.013080943 0.0434413242 0.0022734514
## 12 0.0034113469 0.0181704762 0.015847075 0.0054693550 0.0022308909
## 13 0.0215054840 0.0129704117 0.009701404 0.0028733298 0.0258902246
## 14 0.0027595875 0.0003172883 0.016210052 0.0248700697 0.0001755179
## 15 0.0008651406 0.0035685196 0.012691021 0.0029085738 0.0036096859
## 16 0.0152790336 0.0118846673 0.004470544 0.0121759984 0.0245537184
## 17 0.0166098046 0.0027765216 0.004382109 0.0346375529 0.0218430388
## 18 0.0006730579 0.0210853325 0.001082123 0.0081284155 0.0117285829
## 19 0.0449375971 0.0109104699 0.013056997 0.0002768048 0.0121534748
## 20 0.0194168319 0.0395664288 0.034915387 0.0136972845 0.0012552236
## 21 0.0156848230 0.0147287412 0.036556839 0.0342972096 0.0079446947
## PC23.56 PC24.56 PC25.56 PC26.56 PC27.56
## 1 1.372946e-02 0.0159174934 0.0027037507 0.0109455931 0.009309978
## 2 1.128688e-02 0.0152568543 0.0015038946 0.0068199875 0.011248786
## 3 1.464761e-02 0.0371095575 0.0005793825 0.0058538135 0.011773129
## 4 2.502608e-02 0.0008077446 0.0298119762 0.0027380049 0.011030234
## 5 9.816194e-03 0.0059739319 0.0186116710 0.0258224249 0.004136018
## 6 1.637245e-02 0.0226486866 0.0065363706 0.0090582997 0.033969504
## 7 2.659513e-02 0.0384892121 0.0118781100 0.0102737660 0.013511713
## 8 2.208645e-02 0.0111435918 0.0170305855 0.0134412670 0.028583655
## 9 1.869292e-02 0.0170201715 0.0246005033 0.0117664090 0.007402011
## 10 6.532386e-03 0.0153950713 0.0143380328 0.0134044875 0.016906016
## 11 8.232161e-03 0.0044123689 0.0027872215 0.0066630964 0.014710568
## 12 2.246492e-03 0.0431221266 0.0069656442 0.0278208041 0.023849425
## 13 3.105452e-05 0.0284392617 0.0051393806 0.0089707938 0.005579866
## 14 2.947704e-02 0.0238725407 0.0413422780 0.0069616337 0.009660661
## 15 3.318920e-02 0.0045110901 0.0005069328 0.0003158871 0.016106481
## 16 1.211472e-02 0.0094417861 0.0052949583 0.0020127433 0.013727667
## 17 3.062546e-03 0.0003178231 0.0118226880 0.0113333903 0.012162201
## 18 1.586092e-02 0.0105237618 0.0334632115 0.0082566721 0.014012758
## 19 2.278943e-02 0.0244319393 0.0230774302 0.0316467438 0.004983032
## 20 1.497869e-03 0.0160532210 0.0173883937 0.0191363660 0.026784552
## 21 5.626414e-03 0.0097381422 0.0145093442 0.0240809358 0.028588230
## PC28.56 PC29.56 PC30.56 PC31.56 PC32.56
## 1 0.0057851801 0.0061322535 0.0049260975 0.007671265 0.0184146416
## 2 0.0154582198 0.0062046542 0.0472040901 0.001692669 0.0084589638
## 3 0.0139280529 0.0144149003 0.0350874878 0.006263718 0.0070412983
## 4 0.0346366529 0.0091808504 0.0396765815 0.008333490 0.0097243273
## 5 0.0003579466 0.0324026923 0.0019301787 0.010390315 0.0189195769
## 6 0.0117121742 0.0232502842 0.0104910231 0.028416820 0.0034747865
## 7 0.0114065064 0.0220903197 0.0319671547 0.004969600 0.0185987087
## 8 0.0224131810 0.0151838143 0.0394679155 0.018539128 0.0267766508
## 9 0.0202215632 0.0216256132 0.0042572359 0.024724147 0.0107931755
## 10 0.0079974356 0.0107434404 0.0121430804 0.017783776 0.0043349495
## 11 0.0308812199 0.0103775123 0.0001298397 0.008169168 0.0184546139
## 12 0.0040261805 0.0014815269 0.0099796751 0.015263706 0.0162663946
## 13 0.0120209438 0.0190505117 0.0272740322 0.016114617 0.0024506250
## 14 0.0298099019 0.0162989141 0.0144034104 0.004278443 0.0118935751
## 15 0.0310532446 0.0217171510 0.0024430145 0.037442747 0.0005015064
## 16 0.0255845394 0.0110504073 0.0484028724 0.017759978 0.0145140855
## 17 0.0108023605 0.0235170135 0.0020808158 0.003181255 0.0078498621
## 18 0.0236642831 0.0214350484 0.0214544959 0.014363198 0.0095776196
## 19 0.0307676886 0.0139480559 0.0420758605 0.004499735 0.0119160664
## 20 0.0138769636 0.0004192801 0.0188599964 0.018102852 0.0031879592
## 21 0.0017089844 0.0387143272 0.0025221817 0.027401376 0.0120772967
## PC33.56 PC34.56 PC35.56 PC36.56 PC37.56
## 1 0.0102129633 0.0148365094 0.009083503 0.036984507 1.827836e-02
## 2 0.0170221307 0.0009184801 0.037991130 0.003877119 3.792085e-02
## 3 0.0078761134 0.0145056557 0.019847812 0.020685769 4.349501e-02
## 4 0.0042953455 0.0115100049 0.037944145 0.019721200 4.944944e-02
## 5 0.0089904297 0.0087402349 0.010714334 0.002502554 4.266231e-03
## 6 0.0018882861 0.0099352587 0.003505102 0.008819793 6.811063e-03
## 7 0.0037854684 0.0076944941 0.012775790 0.005991220 6.662558e-03
## 8 0.0002151087 0.0362280029 0.007856700 0.012160347 7.200006e-03
## 9 0.0221986133 0.0463595486 0.019166348 0.004387870 7.129389e-03
## 10 0.0704368575 0.0222208884 0.030243607 0.005997443 4.252089e-03
## 11 0.0295608177 0.0123647695 0.018798020 0.002855796 2.867904e-02
## 12 0.0256329947 0.0074182728 0.014077230 0.006708877 1.442340e-03
## 13 0.0078392791 0.0036125245 0.009234157 0.009797892 9.912673e-04
## 14 0.0089021714 0.0076210452 0.006059209 0.002277373 1.140422e-02
## 15 0.0002309027 0.0030895186 0.037392264 0.015365824 1.088287e-03
## 16 0.0042574736 0.0230322985 0.004228707 0.013919346 6.060915e-03
## 17 0.0196472971 0.0173828316 0.014696340 0.029624780 2.066260e-02
## 18 0.0141383440 0.0006488152 0.003352840 0.010613389 1.177010e-03
## 19 0.0032904695 0.0175358222 0.011778460 0.005876314 1.755962e-02
## 20 0.0134600899 0.0232013411 0.020187266 0.010501673 3.822905e-03
## 21 0.0361447601 0.0127511831 0.032732045 0.025934581 3.147825e-05
## PC38.56 PC39.56 PC40.56 PC41.56 PC42.56
## 1 0.006947710 2.244413e-03 5.327711e-03 1.154905e-02 0.0008653008
## 2 0.010920916 1.688190e-02 7.955152e-03 9.891196e-03 0.0200660088
## 3 0.007439036 1.955883e-02 2.239831e-02 8.467525e-03 0.0329012285
## 4 0.009883776 1.651947e-02 1.254353e-02 5.176922e-03 0.0128414968
## 5 0.023206111 6.482205e-04 1.167860e-02 2.736056e-02 0.0068112101
## 6 0.024973398 1.101036e-02 7.382782e-03 7.596383e-03 0.0159441600
## 7 0.011242512 2.400576e-02 2.678223e-02 2.199111e-02 0.0269201528
## 8 0.005457971 1.510443e-02 1.828316e-03 1.080415e-02 0.0010240083
## 9 0.007958182 2.601923e-03 1.744477e-03 7.651826e-03 0.0303072881
## 10 0.003650099 8.797659e-04 1.661383e-02 1.351956e-02 0.0218274232
## 11 0.019406810 4.717609e-03 8.846041e-05 3.456438e-02 0.0183645191
## 12 0.012314012 2.374401e-02 2.189815e-02 5.180017e-05 0.0063401439
## 13 0.005899784 9.535468e-03 2.478327e-02 7.506388e-03 0.0064055674
## 14 0.021948453 2.220943e-02 1.453120e-02 1.659385e-02 0.0053267933
## 15 0.002571623 1.742490e-03 8.616916e-04 2.542620e-02 0.0170409778
## 16 0.021004263 6.512379e-06 5.594068e-03 1.247736e-02 0.0090942510
## 17 0.014887879 2.018180e-02 1.957879e-02 8.043337e-03 0.0001581613
## 18 0.021121889 1.167423e-02 4.629703e-02 6.054332e-03 0.0210037045
## 19 0.008483998 1.944366e-02 4.911617e-03 1.654482e-02 0.0068041554
## 20 0.006886882 1.398079e-02 3.124790e-02 1.924501e-02 0.0069496249
## 21 0.007395560 1.538547e-03 2.423194e-02 3.123014e-04 0.0046483661
## PC43.56 PC44.56 PC45.56 PC46.56 PC47.56
## 1 0.0002670037 0.0199111020 0.0035261771 0.008104409 3.084170e-02
## 2 0.0134581936 0.0186957270 0.0066302577 0.010518328 1.027532e-02
## 3 0.0135742542 0.0064833617 0.0177477683 0.008612097 2.341727e-02
## 4 0.0273872159 0.0047822940 0.0136964431 0.011028103 1.484685e-02
## 5 0.0007958790 0.0004903914 0.0004736047 0.001786810 2.121883e-02
## 6 0.0174258415 0.0080431641 0.0061876670 0.023450185 2.483400e-02
## 7 0.0191501561 0.0031657556 0.0257522306 0.007428793 4.845564e-03
## 8 0.0090685916 0.0122228240 0.0182166674 0.026113945 1.058723e-02
## 9 0.0256384101 0.0062154054 0.0082020224 0.020747391 1.122818e-03
## 10 0.0050718904 0.0083764360 0.0040840683 0.007130567 2.354353e-02
## 11 0.0074915481 0.0551015080 0.0141232096 0.043293162 6.908056e-03
## 12 0.0071938926 0.0319733797 0.0012803085 0.003594276 1.575308e-02
## 13 0.0148482945 0.0038236898 0.0255710194 0.015438946 1.151700e-02
## 14 0.0099671163 0.0201928208 0.0019298222 0.004117853 7.365747e-03
## 15 0.0148412740 0.0101314409 0.0088937564 0.020714443 5.529082e-03
## 16 0.0038598001 0.0224522737 0.0303986742 0.014451516 2.335026e-02
## 17 0.0004143640 0.0093585961 0.0488101676 0.015695294 1.669381e-02
## 18 0.0246454445 0.0391257924 0.0179201005 0.014918303 3.944670e-03
## 19 0.0258702682 0.0210734158 0.0227046753 0.019649372 2.199607e-02
## 20 0.0375124986 0.0054688382 0.0025738545 0.004765132 4.688775e-04
## 21 0.0134418624 0.0123416608 0.0354220058 0.002421951 3.000743e-05
## PC48.56 PC49.56 PC50.56 PC51.56 PC52.56
## 1 0.0004281110 0.008535380 0.007975873 1.605710e-02 0.015072921
## 2 0.0088465627 0.020997691 0.015867168 7.824096e-03 0.022273503
## 3 0.0147734090 0.005743079 0.021928051 1.423567e-02 0.006706854
## 4 0.0004276145 0.005165856 0.014857729 2.577234e-02 0.010937998
## 5 0.0169643900 0.019034109 0.027868497 2.850958e-02 0.018949358
## 6 0.0123416760 0.018043596 0.017335830 1.183495e-02 0.015759341
## 7 0.0534654011 0.007169404 0.002997136 1.334421e-02 0.004402327
## 8 0.0056689424 0.044523392 0.032979544 5.909433e-03 0.011698836
## 9 0.0036871116 0.001709257 0.006240370 2.907592e-02 0.002930999
## 10 0.0131812142 0.004030878 0.018934052 3.005869e-02 0.026442880
## 11 0.0119862419 0.007858785 0.007771809 7.122451e-04 0.021253623
## 12 0.0080186210 0.001047132 0.005445827 5.053185e-05 0.010399101
## 13 0.0323712131 0.030152235 0.006555485 1.617872e-02 0.019927127
## 14 0.0101160141 0.019086387 0.007088152 2.707232e-03 0.003781265
## 15 0.0323802009 0.016529460 0.027753760 3.225533e-03 0.009809450
## 16 0.0041044850 0.001196755 0.017045112 4.650066e-02 0.001842569
## 17 0.0233890647 0.030826123 0.010261555 2.393401e-02 0.005630739
## 18 0.0200509846 0.007372473 0.020830931 3.849157e-02 0.004252518
## 19 0.0032544164 0.005851927 0.006151315 3.929382e-02 0.033265264
## 20 0.0063523918 0.005535342 0.002812331 9.197704e-03 0.032923408
## 21 0.0059791112 0.003630809 0.040783166 1.535926e-02 0.019407217
## PC53.56 PC54.56 PC55.56 PC56.56 PC57.56
## 1 0.023059328 0.0100413393 0.033352914 0.0074359458 0.06583875
## 2 0.012351382 0.0002232964 0.016974506 0.0305796396 0.05040301
## 3 0.004364476 0.0079230424 0.001621380 0.0178425836 0.03633869
## 4 0.001083160 0.0153962332 0.013479246 0.0058437591 0.03489686
## 5 0.023989658 0.0229405306 0.019956413 0.0014114125 0.03457381
## 6 0.021273601 0.0232615693 0.020646382 0.0001945403 0.02990427
## 7 0.009516992 0.0066988085 0.006786162 0.0061490947 0.02788803
## 8 0.001464765 0.0149514301 0.026834064 0.0015088859 0.02777578
## 9 0.037960831 0.0320571934 0.002701520 0.0086863854 0.02566853
## 10 0.005276200 0.0181709192 0.009348106 0.0129663081 0.02519317
## 11 0.016209640 0.0001327207 0.001841351 0.0193079703 0.02492916
## 12 0.005039820 0.0156212113 0.037588477 0.0067186803 0.02417361
## 13 0.024906244 0.0505674779 0.013703990 0.0069350531 0.02415136
## 14 0.001241339 0.0117976569 0.012568996 0.0145767767 0.02333531
## 15 0.006968632 0.0010971014 0.017056167 0.0204379417 0.02220509
## 16 0.033400561 0.0222085762 0.015060979 0.0266252000 0.02165776
## 17 0.002367849 0.0040966143 0.023417475 0.0197683709 0.02059362
## 18 0.026489509 0.0154717497 0.009970268 0.0171239753 0.02042082
## 19 0.001446061 0.0125827955 0.010956228 0.0011959113 0.02030594
## 20 0.011659071 0.0232261491 0.025933102 0.0181915709 0.01999525
## 21 0.004243662 0.0044914288 0.004524758 0.0026896841 0.01936431
## PC58.56 PC59.56 PC60.56 PC61.56 PC62.56
## 1 0.0031831509 0.0289052483 0.005174998 0.007799949 0.0177901996
## 2 0.0228740493 0.0170088588 0.020068990 0.028272692 0.0048149618
## 3 0.0275029508 0.0036902351 0.005978005 0.015124400 0.0016902317
## 4 0.0081864685 0.0082769177 0.014950225 0.002828793 0.0085221090
## 5 0.0005703724 0.0018083873 0.007134135 0.028753872 0.0022581916
## 6 0.0131431079 0.0414309789 0.027264944 0.023387615 0.0150682489
## 7 0.0131300471 0.0119149345 0.028497727 0.006698215 0.0049344800
## 8 0.0078703641 0.0014461747 0.020770283 0.023094159 0.0061651173
## 9 0.0128126667 0.0114304209 0.020121570 0.015869348 0.0223570487
## 10 0.0409487207 0.0057102701 0.024372695 0.004231560 0.0142867096
## 11 0.0001651332 0.0240504419 0.002402079 0.029062510 0.0022094006
## 12 0.0030323568 0.0530815041 0.003391995 0.018109541 0.0003451716
## 13 0.0023957447 0.0163338902 0.018172531 0.003175944 0.0053904598
## 14 0.0436314943 0.0047447292 0.012193222 0.039390116 0.0175876442
## 15 0.0057568211 0.0173497481 0.014641543 0.030349411 0.0002165496
## 16 0.0094062669 0.0064088133 0.003552943 0.026546418 0.0230594742
## 17 0.0108039513 0.0058408764 0.020052453 0.017076143 0.0140479593
## 18 0.0365678794 0.0002426167 0.002771308 0.014388079 0.0124579160
## 19 0.0113508668 0.0170113237 0.017833043 0.016984420 0.0006758373
## 20 0.0091488981 0.0108802410 0.025814888 0.016587886 0.0295861388
## 21 0.0014099180 0.0022746844 0.034429501 0.010569958 0.0098949289
## PC63.56 PC64.56 PC65.56 PC66.56 PC67.56
## 1 0.012204365 0.0050042082 1.044062e-02 0.0139226770 0.006728917
## 2 0.012401349 0.0093039685 9.480562e-05 0.0129384990 0.012200936
## 3 0.010342404 0.0075662393 1.701307e-02 0.0079692473 0.017648376
## 4 0.003799427 0.0367848004 1.738271e-02 0.0034344512 0.008699730
## 5 0.006231804 0.0229996852 4.484612e-03 0.0494768452 0.014794432
## 6 0.007320984 0.0112315049 2.028085e-02 0.0239027676 0.020705462
## 7 0.001779919 0.0078872235 2.852583e-03 0.0032705573 0.005397105
## 8 0.016431445 0.0019784486 7.478598e-03 0.0139022882 0.002545210
## 9 0.012143539 0.0416212060 2.302152e-02 0.0159150690 0.002720838
## 10 0.011847992 0.0233301969 3.212743e-02 0.0061115586 0.004043560
## 11 0.007052124 0.0007189327 2.026093e-02 0.0025399664 0.004856063
## 12 0.026490567 0.0401983871 2.667462e-02 0.0195080732 0.003354950
## 13 0.020334733 0.0222059945 3.574754e-02 0.0203458962 0.008762385
## 14 0.019908384 0.0197979805 1.175285e-02 0.0176840542 0.058267886
## 15 0.001920552 0.0357412557 2.299145e-03 0.0004914900 0.038128544
## 16 0.020584123 0.0079861148 2.013989e-02 0.0222696638 0.030188273
## 17 0.004005805 0.0067793347 1.766437e-02 0.0255842740 0.009485408
## 18 0.005536458 0.0176567713 1.037999e-02 0.0001655415 0.001124378
## 19 0.004312326 0.0045730150 2.207759e-02 0.0084886016 0.006659960
## 20 0.018921778 0.0086562750 1.188943e-02 0.0138594518 0.026976120
## 21 0.011722052 0.0112856605 4.912056e-03 0.0108661096 0.016552708
## PC68.56 programN.57 PC1.57
## 1 0.0177623083 Psychology 0.0204369257
## 2 0.0082811154 Economics.and.Education 0.0335918287
## 3 0.0377772817 Clinical.Psychology 0.0222027764
## 4 0.0356690038 Social.Studies 0.0179973774
## 5 0.0059881318 Communication.Sciences.and.Disorders 0.0122222491
## 6 0.0299029717 Change.Leadership 0.0398648928
## 7 0.0281049725 Leadership 0.0290675630
## 8 0.0168560548 Higher.and.Postsecondary.Education 0.0075270712
## 9 0.0199583902 Neuroscience 0.0082813494
## 10 0.0253828798 Physiology 0.0145740709
## 11 0.0037756628 Literacy 0.0152527089
## 12 0.0006156937 Sociology 0.0215823333
## 13 0.0126924120 Spirituality.Mind.Body 0.0189628490
## 14 0.0142583315 School.Principals 0.0319213651
## 15 0.0013843133 Measurement..Evaluation.and.Statistics 0.0064349114
## 16 0.0013267173 Learning.Analytics 0.0056459553
## 17 0.0062622921 Nursing 0.0006894445
## 18 0.0214321773 Kinesiology 0.0091969249
## 19 0.0116888410 Curriculum.and.Teaching 0.0063964291
## 20 0.0012410059 Education.Policy 0.0323267164
## 21 0.0102158371 Private.School.Leadership 0.0295910671
## PC2.57 PC3.57 PC4.57 PC5.57 PC6.57
## 1 0.0300011907 0.027608375 0.0004348856 0.015451342 0.001033418
## 2 0.0089066571 0.002856671 0.0191995859 0.018205005 0.001985077
## 3 0.0371952492 0.003162028 0.0011901552 0.004759591 0.014555141
## 4 0.0006640169 0.011033275 0.0056230373 0.017457209 0.031543564
## 5 0.0216053193 0.011435378 0.0216968948 0.011556281 0.031061902
## 6 0.0015078079 0.013165099 0.0212088348 0.009947538 0.018783905
## 7 0.0085653754 0.008636481 0.0309221908 0.003686220 0.001873105
## 8 0.0113852785 0.013045967 0.0046004348 0.030822677 0.040272261
## 9 0.0346574223 0.027410759 0.0046522158 0.006940352 0.017080153
## 10 0.0367513707 0.003796706 0.0192356188 0.005857138 0.004765513
## 11 0.0077282212 0.003091205 0.0340766380 0.019110208 0.002121264
## 12 0.0242518953 0.004533430 0.0278952166 0.002804944 0.006136588
## 13 0.0254466007 0.004763696 0.0013372900 0.027049326 0.015386304
## 14 0.0053827453 0.005956960 0.0014717177 0.007939695 0.009574463
## 15 0.0016544465 0.043261757 0.0090647142 0.005170621 0.029388496
## 16 0.0027822662 0.048876967 0.0065973590 0.001854961 0.025630479
## 17 0.0318560955 0.010283132 0.0149187169 0.019532896 0.013044813
## 18 0.0378905028 0.009802573 0.0022344096 0.006726859 0.010051116
## 19 0.0202759035 0.012400959 0.0210893447 0.002122926 0.016954730
## 20 0.0087938697 0.008099375 0.0114610317 0.001533022 0.001270167
## 21 0.0091044367 0.004187701 0.0035497901 0.030995370 0.026791143
## PC7.57 PC8.57 PC9.57 PC10.57 PC11.57
## 1 0.009506050 1.142318e-02 0.023075020 0.005924139 1.064506e-02
## 2 0.007871655 9.713329e-03 0.017746346 0.015958840 1.044750e-02
## 3 0.020461037 9.670310e-03 0.007534750 0.004432939 3.156260e-04
## 4 0.042443185 4.464860e-02 0.012576202 0.004190068 8.267224e-03
## 5 0.045103579 2.018048e-02 0.003670227 0.010080033 2.732295e-02
## 6 0.004456839 4.742287e-05 0.003735709 0.017923522 1.393743e-02
## 7 0.003692028 1.359430e-02 0.014778634 0.011599983 1.632252e-02
## 8 0.018306981 1.236000e-02 0.025183963 0.016280982 8.863708e-03
## 9 0.003198050 6.005044e-03 0.024451768 0.008449557 1.281742e-03
## 10 0.008507044 1.210306e-02 0.013003430 0.009989580 3.500399e-02
## 11 0.037573550 3.381184e-02 0.001075257 0.002139105 1.079241e-02
## 12 0.011291739 7.061468e-03 0.001296332 0.015074211 2.622339e-02
## 13 0.019875643 1.885410e-03 0.031791399 0.008662650 6.241734e-04
## 14 0.023118124 5.921207e-03 0.037217360 0.006937126 3.425214e-03
## 15 0.020607083 1.407094e-03 0.017986220 0.023870392 1.300586e-02
## 16 0.023308238 2.350582e-02 0.009432336 0.015326245 1.986265e-02
## 17 0.008519062 2.630926e-03 0.005337466 0.023553428 6.672129e-05
## 18 0.005571745 1.151912e-02 0.003794105 0.014654090 1.098126e-02
## 19 0.003075818 1.123537e-02 0.044147375 0.002463690 2.715194e-02
## 20 0.036992321 9.551069e-04 0.024343303 0.013223084 4.030113e-03
## 21 0.010369450 8.365476e-03 0.004407586 0.001812960 9.176543e-04
## PC12.57 PC13.57 PC14.57 PC15.57 PC16.57
## 1 0.019921440 0.0272607544 0.0136792696 0.0036906284 0.002127134
## 2 0.009214677 0.0059522552 0.0316639596 0.0001306213 0.004179001
## 3 0.021808217 0.0003086636 0.0062008888 0.0038287891 0.004582990
## 4 0.004644419 0.0110741844 0.0294952669 0.0158405074 0.002239219
## 5 0.003080459 0.0063129079 0.0127541932 0.0086317750 0.014593970
## 6 0.002607609 0.0073583512 0.0146256496 0.0120026413 0.011577729
## 7 0.056382300 0.0143564240 0.0208077493 0.0043913482 0.016402759
## 8 0.024975287 0.0073904401 0.0067210128 0.0006386207 0.024005827
## 9 0.009221666 0.0026982800 0.0009149750 0.0385331983 0.030638579
## 10 0.016826299 0.0110960670 0.0001699382 0.0058982743 0.018227567
## 11 0.003374029 0.0321135057 0.0104948236 0.0192356906 0.024823046
## 12 0.008732706 0.0003873450 0.0205601763 0.0091526378 0.008549125
## 13 0.003869211 0.0037619987 0.0334570432 0.0048381914 0.010811923
## 14 0.011983355 0.0005246415 0.0084102952 0.0228167640 0.007366102
## 15 0.025791954 0.0303641121 0.0180542112 0.0080457885 0.011166111
## 16 0.011695803 0.0341390013 0.0005865174 0.0127348428 0.009187963
## 17 0.005624662 0.0186608463 0.0135071313 0.0159261432 0.014508125
## 18 0.023919379 0.0134701839 0.0343205910 0.0247863002 0.028416728
## 19 0.005730825 0.0151856779 0.0097664484 0.0484631208 0.027299040
## 20 0.002593966 0.0087899478 0.0008786270 0.0225678144 0.012958470
## 21 0.009298711 0.0067930806 0.0341636252 0.0095813212 0.005696281
## PC17.57 PC18.57 PC19.57 PC20.57 PC21.57
## 1 0.0181882465 0.0027595875 0.0003172883 0.016210052 0.024870070
## 2 0.0278652033 0.0133150303 0.0051624629 0.013509464 0.014296106
## 3 0.0406961358 0.0046276920 0.0098596078 0.008355508 0.006551820
## 4 0.0225297196 0.0022759901 0.0171239647 0.005482647 0.005879548
## 5 0.0006396479 0.0006730579 0.0210853325 0.001082123 0.008128416
## 6 0.0106277830 0.0074264591 0.0084128302 0.005304519 0.008609048
## 7 0.0003313023 0.0124282979 0.0162487585 0.004222065 0.003420244
## 8 0.0078882177 0.0093953359 0.0296206063 0.022506086 0.030544873
## 9 0.0046173443 0.0222377474 0.0113927692 0.001406500 0.020036070
## 10 0.0090266772 0.0149678383 0.0122783413 0.021873948 0.001401894
## 11 0.0127277050 0.0137633239 0.0129158211 0.003471058 0.007798001
## 12 0.0077309109 0.0332793784 0.0387235928 0.003486161 0.024071735
## 13 0.0056265415 0.0253745261 0.0283564592 0.001906876 0.013795448
## 14 0.0011797135 0.0266198522 0.0079342186 0.012425224 0.027097453
## 15 0.0075813830 0.0310925126 0.0096051825 0.016777008 0.002808705
## 16 0.0061049139 0.0107903838 0.0004799608 0.019093037 0.004271171
## 17 0.0233019901 0.0392991538 0.0239207147 0.018546330 0.011172795
## 18 0.0062068874 0.0040876066 0.0139315273 0.002792422 0.023834714
## 19 0.0187114066 0.0059827228 0.0296917069 0.016885039 0.002865449
## 20 0.0102873586 0.0140662409 0.0308284293 0.031274059 0.005238102
## 21 0.0052771841 0.0307545765 0.0057559688 0.013616821 0.002420389
## PC22.57 PC23.57 PC24.57 PC25.57 PC26.57
## 1 0.0001755179 0.0294770371 0.0238725407 0.0413422780 0.006961634
## 2 0.0406304943 0.0070842949 0.0185943544 0.0108446146 0.005448896
## 3 0.0112093208 0.0065323858 0.0153950713 0.0143380328 0.013404488
## 4 0.0104511177 0.0157245660 0.0164435018 0.0101204159 0.008501193
## 5 0.0117285829 0.0158609226 0.0105237618 0.0334632115 0.008256672
## 6 0.0017019265 0.0054424395 0.0288479627 0.0166479520 0.004553920
## 7 0.0006403948 0.0259457104 0.0174972465 0.0102407774 0.006225971
## 8 0.0142068481 0.0062735829 0.0063630024 0.0106783307 0.044790612
## 9 0.0169055111 0.0171558732 0.0189879783 0.0364937550 0.007240608
## 10 0.0086863685 0.0061604518 0.0091902405 0.0132747965 0.023506191
## 11 0.0195599840 0.0364706437 0.0257586828 0.0184477356 0.001123319
## 12 0.0233573982 0.0146476061 0.0371095575 0.0005793825 0.005853814
## 13 0.0020790636 0.0175142368 0.0142397749 0.0143823355 0.016157291
## 14 0.0156037082 0.0046287358 0.0008539759 0.0121269114 0.003731927
## 15 0.0062915205 0.0112868795 0.0152568543 0.0015038946 0.006819988
## 16 0.0018587447 0.0279080183 0.0142569460 0.0141646230 0.011905362
## 17 0.0175862325 0.0174102795 0.0063199884 0.0417411276 0.011241012
## 18 0.0006358971 0.0008849579 0.0051847978 0.0039431454 0.053921207
## 19 0.0207473082 0.0115293853 0.0248510128 0.0168177139 0.006701263
## 20 0.0173406772 0.0098869562 0.0082556316 0.0089415613 0.002081881
## 21 0.0336023085 0.0013435304 0.0375909646 0.0009519840 0.017374584
## PC27.57 PC28.57 PC29.57 PC30.57 PC31.57
## 1 0.009660661 0.0298099019 0.016298914 0.014403410 0.004278443
## 2 0.018845067 0.0076901521 0.014301659 0.005576674 0.008902280
## 3 0.016906016 0.0079974356 0.010743440 0.012143080 0.017783776
## 4 0.002377932 0.0016878406 0.010480072 0.002272414 0.014119625
## 5 0.014012758 0.0236642831 0.021435048 0.021454496 0.014363198
## 6 0.002824760 0.0023690702 0.015393098 0.031319314 0.008064735
## 7 0.023757233 0.0112149713 0.014871025 0.001774396 0.001484905
## 8 0.002534821 0.0051737310 0.022239110 0.015189626 0.025997518
## 9 0.011685925 0.0015291338 0.018357997 0.022055438 0.010430419
## 10 0.030570803 0.0230332210 0.031196537 0.015108464 0.037636745
## 11 0.014363338 0.0068910628 0.014289001 0.008523742 0.020838625
## 12 0.011773129 0.0139280529 0.014414900 0.035087488 0.006263718
## 13 0.045126385 0.0047443445 0.013136573 0.008298456 0.012642267
## 14 0.034263125 0.0073784583 0.011564138 0.016306145 0.004191767
## 15 0.011248786 0.0154582198 0.006204654 0.047204090 0.001692669
## 16 0.000689891 0.0012725009 0.002602080 0.005136345 0.016745255
## 17 0.026531295 0.0412219433 0.021384707 0.011077504 0.005863882
## 18 0.029626664 0.0110468411 0.006890412 0.006011165 0.010736963
## 19 0.003219144 0.0226700029 0.013510914 0.004357482 0.005976028
## 20 0.012823729 0.0043735977 0.002958133 0.018099459 0.014539385
## 21 0.022091746 0.0009106448 0.006329049 0.026291000 0.003132633
## PC32.57 PC33.57 PC34.57 PC35.57 PC36.57
## 1 0.0118935751 0.008902171 0.0076210452 0.006059209 0.0022773733
## 2 0.0384869011 0.029518052 0.0115448747 0.008139444 0.0087707946
## 3 0.0043349495 0.070436858 0.0222208884 0.030243607 0.0059974433
## 4 0.0026422574 0.004917826 0.0256350722 0.006849068 0.0062674117
## 5 0.0095776196 0.014138344 0.0006488152 0.003352840 0.0106133888
## 6 0.0274023880 0.006319330 0.0450600447 0.012806501 0.0136857294
## 7 0.0210586624 0.003893658 0.0129199735 0.008607848 0.0118435196
## 8 0.0002837276 0.019893931 0.0264555110 0.032195026 0.0066077647
## 9 0.0198103297 0.023984411 0.0014951231 0.006022188 0.0215628649
## 10 0.0208240629 0.017216513 0.0208803279 0.017956477 0.0231480447
## 11 0.0157810997 0.013988263 0.0016611417 0.008963521 0.0063303252
## 12 0.0070412983 0.007876113 0.0145056557 0.019847812 0.0206857688
## 13 0.0236805934 0.051883793 0.0002319862 0.029942506 0.0122148906
## 14 0.0222702856 0.010508602 0.0443420097 0.004610165 0.0339489855
## 15 0.0084589638 0.017022131 0.0009184801 0.037991130 0.0038771189
## 16 0.0203302489 0.015716056 0.0116936591 0.044861974 0.0009660533
## 17 0.0161011067 0.025366158 0.0060305240 0.008019843 0.0288395366
## 18 0.0250431566 0.031809046 0.0024198002 0.012114321 0.0142102401
## 19 0.0099387450 0.024268889 0.0079030393 0.001158178 0.0021875264
## 20 0.0248997503 0.009103053 0.0030270978 0.014922312 0.0234782867
## 21 0.0247618602 0.003900067 0.0270412766 0.012369938 0.0165961763
## PC37.57 PC38.57 PC39.57 PC40.57 PC41.57
## 1 0.011404220 0.021948453 0.0222094329 0.014531201 0.016593848
## 2 0.036231280 0.007465190 0.0023487291 0.010886158 0.014079541
## 3 0.004252089 0.003650099 0.0008797659 0.016613826 0.013519563
## 4 0.028661939 0.027859224 0.0138971240 0.006909191 0.053621958
## 5 0.001177010 0.021121889 0.0116742314 0.046297027 0.006054332
## 6 0.026586491 0.017914765 0.0233524092 0.010259923 0.009712448
## 7 0.012568097 0.011674683 0.0000855609 0.008563728 0.010147550
## 8 0.000581169 0.002713510 0.0237627252 0.006807845 0.029648244
## 9 0.014256674 0.006427212 0.0174540399 0.021074049 0.006719749
## 10 0.034225183 0.001936499 0.0225391866 0.013763661 0.018234446
## 11 0.014681098 0.020140639 0.0107595988 0.016743953 0.021932168
## 12 0.043495013 0.007439036 0.0195588295 0.022398314 0.008467525
## 13 0.001417303 0.017385192 0.0113039982 0.011641102 0.006057619
## 14 0.007963357 0.061328798 0.0192273687 0.001045735 0.037497402
## 15 0.037920854 0.010920916 0.0168818969 0.007955152 0.009891196
## 16 0.002204138 0.010954433 0.0048911315 0.034382796 0.015428019
## 17 0.018833127 0.001502887 0.0001750696 0.000357785 0.016803919
## 18 0.004344355 0.019864362 0.0166791630 0.017341752 0.029463084
## 19 0.002132852 0.017632292 0.0342654009 0.012652499 0.008513003
## 20 0.007409106 0.011824113 0.0571833824 0.009860125 0.014198811
## 21 0.009117328 0.007285253 0.0103233842 0.021305634 0.001723829
## PC42.57 PC43.57 PC44.57 PC45.57 PC46.57
## 1 5.326793e-03 0.009967116 0.020192821 0.001929822 0.004117853
## 2 2.479572e-02 0.012356058 0.032776840 0.009293799 0.020395223
## 3 2.182742e-02 0.005071890 0.008376436 0.004084068 0.007130567
## 4 9.034944e-03 0.015147490 0.027117177 0.017325175 0.001834548
## 5 2.100370e-02 0.024645444 0.039125792 0.017920101 0.014918303
## 6 2.871039e-02 0.006222037 0.006297690 0.001009946 0.001334873
## 7 3.522605e-03 0.003463866 0.005679830 0.022351550 0.035341457
## 8 1.003301e-02 0.015526534 0.011940985 0.006457963 0.017285922
## 9 9.407813e-05 0.025441821 0.003448952 0.002373057 0.001165617
## 10 2.394877e-02 0.008844516 0.017324525 0.004533967 0.007415926
## 11 9.234948e-03 0.016538650 0.020942748 0.028804647 0.024974387
## 12 3.290123e-02 0.013574254 0.006483362 0.017747768 0.008612097
## 13 1.306039e-02 0.012726169 0.001331992 0.018793499 0.006022074
## 14 1.032531e-02 0.001054353 0.012724114 0.010492302 0.023839808
## 15 2.006601e-02 0.013458194 0.018695727 0.006630258 0.010518328
## 16 7.578696e-04 0.031790385 0.012790029 0.018912153 0.024326783
## 17 1.408984e-02 0.046305247 0.022772898 0.004282224 0.011845454
## 18 1.970770e-02 0.005760452 0.035309066 0.012366391 0.005400196
## 19 1.291621e-02 0.010799224 0.003990016 0.007330942 0.002109297
## 20 1.112936e-02 0.020189483 0.005031187 0.029831665 0.016048174
## 21 4.030641e-02 0.036568891 0.009825516 0.005306105 0.019153358
## PC47.57 PC48.57 PC49.57 PC50.57 PC51.57
## 1 0.007365747 0.0101160141 0.019086387 0.007088152 0.002707232
## 2 0.030644414 0.0065670447 0.012669433 0.006777031 0.018929390
## 3 0.023543525 0.0131812142 0.004030878 0.018934052 0.030058694
## 4 0.022946270 0.0144279187 0.019484799 0.033981303 0.007912042
## 5 0.003944670 0.0200509846 0.007372473 0.020830931 0.038491565
## 6 0.017586159 0.0174346615 0.037671790 0.014554541 0.012790389
## 7 0.016025201 0.0294903967 0.026998154 0.007746498 0.017284956
## 8 0.013472409 0.0172595371 0.001264596 0.022353713 0.007432091
## 9 0.023025591 0.0108297882 0.002611124 0.010216667 0.031349930
## 10 0.004281852 0.0191164475 0.005849950 0.016530684 0.037947138
## 11 0.009558361 0.0255371553 0.018831624 0.023069952 0.016354963
## 12 0.023417270 0.0147734090 0.005743079 0.021928051 0.014235665
## 13 0.008953379 0.0074089221 0.010716036 0.006469793 0.004593128
## 14 0.009653701 0.0157912035 0.035916739 0.019868093 0.001054264
## 15 0.010275324 0.0088465627 0.020997691 0.015867168 0.007824096
## 16 0.005700495 0.0021194433 0.007807132 0.025720018 0.011809677
## 17 0.034604902 0.0123626017 0.008435817 0.021583430 0.019675422
## 18 0.012813058 0.0041353782 0.025434165 0.001900968 0.006221899
## 19 0.006442321 0.0005942735 0.030270919 0.015564149 0.018865166
## 20 0.063725161 0.0017749367 0.034874201 0.025489532 0.008010124
## 21 0.014436869 0.0227566660 0.015081237 0.001294247 0.014306358
## PC52.57 PC53.57 PC54.57 PC55.57 PC56.57
## 1 0.003781265 0.0012413394 0.0117976569 0.0125689956 0.0145767767
## 2 0.012817131 0.0112425240 0.0129525274 0.0087715572 0.0009341546
## 3 0.026442880 0.0052762001 0.0181709192 0.0093481064 0.0129663081
## 4 0.010260133 0.0224989660 0.0009282111 0.0083899575 0.0149906316
## 5 0.004252518 0.0264895088 0.0154717497 0.0099702683 0.0171239753
## 6 0.006595781 0.0036184290 0.0276847937 0.0073353538 0.0172721071
## 7 0.038932383 0.0075705749 0.0153388685 0.0294006112 0.0343730458
## 8 0.015030708 0.0073035634 0.0042939071 0.0346327047 0.0038938297
## 9 0.026137646 0.0326605694 0.0143283040 0.0017381732 0.0148300282
## 10 0.008881274 0.0035079314 0.0166824679 0.0104525930 0.0340629232
## 11 0.003342822 0.0049581117 0.0329088967 0.0127457601 0.0212585522
## 12 0.006706854 0.0043644760 0.0079230424 0.0016213797 0.0178425836
## 13 0.009343880 0.0353907726 0.0212149380 0.0204762500 0.0097613192
## 14 0.003602526 0.0067532476 0.0206846249 0.0229972681 0.0081600580
## 15 0.022273503 0.0123513819 0.0002232964 0.0169745055 0.0305796396
## 16 0.048425270 0.0347323205 0.0147438510 0.0001741339 0.0074701610
## 17 0.004889472 0.0240110550 0.0034722408 0.0096144876 0.0287811963
## 18 0.017400543 0.0003121021 0.0008153605 0.0002492435 0.0013329334
## 19 0.011721599 0.0084164123 0.0300685024 0.0118851146 0.0415885848
## 20 0.004199199 0.0078010804 0.0011994526 0.0037855934 0.0007189096
## 21 0.004316882 0.0178186376 0.0018797221 0.0209410722 0.0125424399
## PC57.57 PC58.57 PC59.57 PC60.57 PC61.57
## 1 0.023335306 0.04363149 0.0047447292 0.012193222 0.0393901162
## 2 0.011094133 0.04104411 0.0225432489 0.017457682 0.0333399449
## 3 0.025193166 0.04094872 0.0057102701 0.024372695 0.0042315599
## 4 0.017295450 0.03963791 0.0240006900 0.019165914 0.0162601209
## 5 0.020420819 0.03656788 0.0002426167 0.002771308 0.0143880794
## 6 0.011471101 0.03333981 0.0206921302 0.004722329 0.0336465824
## 7 0.013998427 0.03313254 0.0329276914 0.023113612 0.0091057001
## 8 0.006088869 0.03301276 0.0146032574 0.003578772 0.0378627010
## 9 0.014014729 0.03222331 0.0106048859 0.005009032 0.0025872399
## 10 0.004179932 0.03220356 0.0114455837 0.017631436 0.0009550841
## 11 0.004880840 0.03202837 0.0203038577 0.010942833 0.0084561941
## 12 0.036338692 0.02750295 0.0036902351 0.005978005 0.0151243999
## 13 0.003404679 0.02619663 0.0179080313 0.005219550 0.0119490687
## 14 0.015439934 0.02572381 0.0032378700 0.017245770 0.0058994604
## 15 0.050403013 0.02287405 0.0170088588 0.020068990 0.0282726925
## 16 0.018349274 0.02145836 0.0062059528 0.004394680 0.0193397179
## 17 0.008437052 0.02096068 0.0001859973 0.008197484 0.0077947018
## 18 0.002405965 0.02053106 0.0126578077 0.030495142 0.0104460853
## 19 0.005425375 0.01921267 0.0155819095 0.008662676 0.0174207142
## 20 0.003520091 0.01784750 0.0058907620 0.014634281 0.0154819272
## 21 0.009711272 0.01671991 0.0091127237 0.006072856 0.0128142476
## PC62.57 PC63.57 PC64.57 PC65.57 PC66.57
## 1 0.0175876442 0.0199083835 0.019797981 1.175285e-02 0.0176840542
## 2 0.0301735035 0.0149459237 0.005352169 2.299848e-02 0.0057182745
## 3 0.0142867096 0.0118479917 0.023330197 3.212743e-02 0.0061115586
## 4 0.0086813661 0.0212797735 0.020717742 1.980126e-03 0.0094635860
## 5 0.0124579160 0.0055364581 0.017656771 1.037999e-02 0.0001655415
## 6 0.0271619573 0.0361192561 0.007747277 3.626377e-02 0.0071977393
## 7 0.0110483910 0.0073302366 0.015609117 1.216044e-02 0.0221784411
## 8 0.0005669022 0.0102937100 0.025733704 8.161305e-03 0.0091851252
## 9 0.0372843347 0.0017825756 0.032788913 1.994599e-02 0.0258698679
## 10 0.0039387227 0.0009389781 0.002068094 2.652321e-02 0.0325221308
## 11 0.0109221520 0.0236205478 0.037046776 3.178783e-03 0.0098987956
## 12 0.0016902317 0.0103424045 0.007566239 1.701307e-02 0.0079692473
## 13 0.0214015455 0.0239739262 0.010294437 2.026427e-02 0.0053817018
## 14 0.0034621306 0.0028544941 0.011915945 2.351855e-03 0.0136040025
## 15 0.0048149618 0.0124013487 0.009303969 9.480562e-05 0.0129384990
## 16 0.0247199554 0.0034780839 0.030994433 9.459517e-03 0.0081114899
## 17 0.0067100558 0.0146772136 0.000124328 9.623472e-03 0.0105786711
## 18 0.0014341600 0.0521647928 0.015758958 1.287470e-02 0.0205706554
## 19 0.0003912263 0.0107693238 0.026327516 4.192327e-02 0.0166291257
## 20 0.0216520926 0.0038688521 0.014446847 4.608666e-03 0.0041896661
## 21 0.0651074273 0.0011954156 0.003406035 8.064042e-03 0.0071524370
## PC67.57 PC68.57 programN.58
## 1 0.058267886 0.0142583315 cluster
## 2 0.014423474 0.0194302042 Linguistics
## 3 0.004043560 0.0253828798 College.Advising
## 4 0.009747061 0.0017762703 Counseling.Psychology
## 5 0.001124378 0.0214321773 Cognitive.Science
## 6 0.029118713 0.0001917411 Intellectual.Disability.Autism
## 7 0.020779375 0.0093621067 Leadership
## 8 0.007234322 0.0099774894 Science.Education
## 9 0.024302939 0.0238644148 Cooperation.and.Conflict.Resolution
## 10 0.008916730 0.0119576270 Psychological.Counseling
## 11 0.019402486 0.0093175439 Social.Studies
## 12 0.017648376 0.0377772817 Anthropology
## 13 0.048069839 0.0103327468 Economics.and.Education
## 14 0.008621536 0.0140855684 Social.Organizational.Psychology
## 15 0.012200936 0.0082811154 Change.Leadership
## 16 0.018881662 0.0070064984 Literacy
## 17 0.016043622 0.0121917775 Early.Childhood.Special.Education
## 18 0.020871651 0.0024669852 School.Psychology
## 19 0.003882247 0.0056948558 Instructional.Technology.and.Media
## 20 0.003767999 0.0248015410 Spirituality.Mind.Body
## 21 0.009976382 0.0225654471 Arts.Administration
## PC1.58 PC2.58 PC3.58 PC4.58 PC5.58
## 1 0.0167180336 0.0258426901 0.040560015 0.037206851 0.021673463
## 2 0.0049473310 0.0073295383 0.006587999 0.054107187 0.020840874
## 3 0.0203485432 0.0097748073 0.016338615 0.008664203 0.024373204
## 4 0.0123253710 0.0297787506 0.008838175 0.012944995 0.028289532
## 5 0.0004729092 0.0174686632 0.048109619 0.022469258 0.009744760
## 6 0.0044724366 0.0108282580 0.012596177 0.017612235 0.007266336
## 7 0.0290675630 0.0085653754 0.008636481 0.030922191 0.003686220
## 8 0.0001849125 0.0063566748 0.016191800 0.016167817 0.016481645
## 9 0.0305095423 0.0088617444 0.005560395 0.005966753 0.003008791
## 10 0.0056757968 0.0301735884 0.013259392 0.027190710 0.023092825
## 11 0.0179973774 0.0006640169 0.011033275 0.005623037 0.017457209
## 12 0.0072486176 0.0113925330 0.005047288 0.024933330 0.014114775
## 13 0.0335918287 0.0089066571 0.002856671 0.019199586 0.018205005
## 14 0.0318410169 0.0084415043 0.011637985 0.001791635 0.009742845
## 15 0.0398648928 0.0015078079 0.013165099 0.021208835 0.009947538
## 16 0.0152527089 0.0077282212 0.003091205 0.034076638 0.019110208
## 17 0.0044082527 0.0255520678 0.022388206 0.031399622 0.016186983
## 18 0.0141583324 0.0113416191 0.009069789 0.005333568 0.006691396
## 19 0.0012299612 0.0014350741 0.041150859 0.013920560 0.005302009
## 20 0.0189628490 0.0254466007 0.004763696 0.001337290 0.027049326
## 21 0.0307983700 0.0070061093 0.024749441 0.006416754 0.028090936
## PC6.58 PC7.58 PC8.58 PC9.58 PC10.58
## 1 0.015025891 0.006894876 1.110090e-02 0.0105072399 0.0142931113
## 2 0.002524565 0.023404781 1.706246e-02 0.0129531650 0.0343666431
## 3 0.014677169 0.010972374 1.503521e-02 0.0018656180 0.0199292707
## 4 0.017956821 0.022942736 5.853131e-03 0.0137848373 0.0033630092
## 5 0.012069745 0.007918463 8.982845e-03 0.0093277723 0.0019688466
## 6 0.012534262 0.003005590 1.979648e-03 0.0114539169 0.0598322356
## 7 0.001873105 0.003692028 1.359430e-02 0.0147786343 0.0115999829
## 8 0.056947699 0.009092715 1.043724e-02 0.0276542924 0.0030678251
## 9 0.004433728 0.014577912 8.662859e-03 0.0294558589 0.0198420109
## 10 0.018538529 0.001151043 6.924103e-04 0.0179944007 0.0007766548
## 11 0.031543564 0.042443185 4.464860e-02 0.0125762023 0.0041900676
## 12 0.020741605 0.025954417 1.228983e-02 0.0252129140 0.0113607637
## 13 0.001985077 0.007871655 9.713329e-03 0.0177463456 0.0159588397
## 14 0.013647755 0.003289798 2.431863e-02 0.0219437547 0.0132336368
## 15 0.018783905 0.004456839 4.742287e-05 0.0037357089 0.0179235215
## 16 0.002121264 0.037573550 3.381184e-02 0.0010752566 0.0021391054
## 17 0.007534817 0.021218400 1.779699e-02 0.0302784511 0.0153284004
## 18 0.036556087 0.011510206 1.608795e-02 0.0319696333 0.0039291076
## 19 0.018454248 0.015688278 1.706128e-02 0.0008755746 0.0064278971
## 20 0.015386304 0.019875643 1.885410e-03 0.0317913992 0.0086626499
## 21 0.009918087 0.005405654 8.087988e-03 0.0155755259 0.0017274695
## PC11.58 PC12.58 PC13.58 PC14.58 PC15.58
## 1 0.0135237065 0.001208053 0.0094348367 0.013939670 0.0080718853
## 2 0.0109762958 0.003705706 0.0193361508 0.002950900 0.0103048342
## 3 0.0243791447 0.001667794 0.0382673370 0.005897418 0.0192748262
## 4 0.0148763008 0.013181806 0.0017390673 0.003268060 0.0377580394
## 5 0.0324856926 0.001500996 0.0005854564 0.003172296 0.0060985846
## 6 0.0115413494 0.036536788 0.0295004717 0.017542527 0.0021303254
## 7 0.0163225177 0.056382300 0.0143564240 0.020807749 0.0043913482
## 8 0.0126014369 0.017141487 0.0266447829 0.024239583 0.0242909381
## 9 0.0102516983 0.024695811 0.0181019454 0.009416753 0.0171002435
## 10 0.0227095128 0.005072075 0.0051420483 0.024457889 0.0078050072
## 11 0.0082672240 0.004644419 0.0110741844 0.029495267 0.0158405074
## 12 0.0001411341 0.011995749 0.0211476083 0.003210653 0.0351065308
## 13 0.0104475007 0.009214677 0.0059522552 0.031663960 0.0001306213
## 14 0.0333162842 0.027240108 0.0183521730 0.015208806 0.0158927740
## 15 0.0139374341 0.002607609 0.0073583512 0.014625650 0.0120026413
## 16 0.0107924112 0.003374029 0.0321135057 0.010494824 0.0192356906
## 17 0.0106677707 0.010888186 0.0047609933 0.020385926 0.0102805241
## 18 0.0041003550 0.002958882 0.0018835188 0.034652116 0.0262572483
## 19 0.0397457706 0.031527978 0.0266299592 0.002496703 0.0101799907
## 20 0.0006241734 0.003869211 0.0037619987 0.033457043 0.0048381914
## 21 0.0087334005 0.008750914 0.0006597047 0.003852231 0.0112515795
## PC16.58 PC17.58 PC18.58 PC19.58 PC20.58
## 1 0.005043319 0.0056797554 0.002116016 0.002602185 0.002172608
## 2 0.014187673 0.0039142510 0.003411347 0.018170476 0.015847075
## 3 0.012794286 0.0355156853 0.014764012 0.014235093 0.033777986
## 4 0.011238361 0.0103382843 0.012011144 0.008866299 0.016796180
## 5 0.005252680 0.0257481358 0.010736036 0.029120880 0.006395776
## 6 0.017804752 0.0077512223 0.012813096 0.026403612 0.037637801
## 7 0.016402759 0.0003313023 0.012428298 0.016248758 0.004222065
## 8 0.010020918 0.0109400901 0.004295659 0.011481442 0.010633742
## 9 0.002798045 0.0004136718 0.003291344 0.036081187 0.022488120
## 10 0.011878138 0.0177122036 0.029238491 0.019815966 0.013080943
## 11 0.002239219 0.0225297196 0.002275990 0.017123965 0.005482647
## 12 0.046731327 0.0119738679 0.020115328 0.002505940 0.007557299
## 13 0.004179001 0.0278652033 0.013315030 0.005162463 0.013509464
## 14 0.018681853 0.0015579368 0.013383994 0.012185373 0.002579359
## 15 0.011577729 0.0106277830 0.007426459 0.008412830 0.005304519
## 16 0.024823046 0.0127277050 0.013763324 0.012915821 0.003471058
## 17 0.007284086 0.0000681285 0.001351379 0.003124974 0.057706894
## 18 0.005438831 0.0350320756 0.041015150 0.001880376 0.019524309
## 19 0.025128055 0.0011513687 0.018180272 0.003601451 0.005014762
## 20 0.010811923 0.0056265415 0.025374526 0.028356459 0.001906876
## 21 0.012968430 0.0039321607 0.020305358 0.010654843 0.032358351
## PC21.58 PC22.58 PC23.58 PC24.58 PC25.58
## 1 0.0018081232 0.0186122641 0.015552348 0.003195464 0.0111237067
## 2 0.0054693550 0.0022308909 0.002246492 0.043122127 0.0069656442
## 3 0.0041214729 0.0062544847 0.025813643 0.035024570 0.0188720143
## 4 0.0370311571 0.0250987048 0.009036125 0.020732797 0.0081208613
## 5 0.0298789547 0.0125719028 0.016372453 0.022648687 0.0065363706
## 6 0.0222197439 0.0286510754 0.006057446 0.003109640 0.0141948225
## 7 0.0034202436 0.0006403948 0.025945710 0.017497247 0.0102407774
## 8 0.0418248551 0.0066222614 0.013729464 0.015917493 0.0027037507
## 9 0.0189197227 0.0118203821 0.004909622 0.019103389 0.0214518746
## 10 0.0434413242 0.0022734514 0.008232161 0.004412369 0.0027872215
## 11 0.0058795476 0.0104511177 0.015724566 0.016443502 0.0101204159
## 12 0.0333240794 0.0124656428 0.018887203 0.015132753 0.0009102206
## 13 0.0142961062 0.0406304943 0.007084295 0.018594354 0.0108446146
## 14 0.0008305934 0.0269720332 0.015983431 0.020503134 0.0015980783
## 15 0.0086090480 0.0017019265 0.005442440 0.028847963 0.0166479520
## 16 0.0077980011 0.0195599840 0.036470644 0.025758683 0.0184477356
## 17 0.0045426515 0.0004601013 0.010723076 0.004006964 0.0076742108
## 18 0.0233258709 0.0249552189 0.015782183 0.014091877 0.0083716108
## 19 0.0409427963 0.0140207537 0.024234955 0.014206821 0.0086044239
## 20 0.0137954478 0.0020790636 0.017514237 0.014239775 0.0143823355
## 21 0.0205976022 0.0013819940 0.016113398 0.023901620 0.0232217659
## PC26.58 PC27.58 PC28.58 PC29.58 PC30.58
## 1 0.001484748 0.0009007151 0.011650785 0.022390072 0.0065613503
## 2 0.027820804 0.0238494254 0.004026181 0.001481527 0.0099796751
## 3 0.021295014 0.0125174482 0.010655971 0.013515841 0.0057926046
## 4 0.009696782 0.0081004782 0.011410770 0.006135108 0.0024903267
## 5 0.009058300 0.0339695036 0.011712174 0.023250284 0.0104910231
## 6 0.017184226 0.0072963456 0.011845159 0.009398466 0.0090634788
## 7 0.006225971 0.0237572335 0.011214971 0.014871025 0.0017743965
## 8 0.010945593 0.0093099780 0.005785180 0.006132253 0.0049260975
## 9 0.014102336 0.0425699435 0.038724487 0.019867295 0.0258931482
## 10 0.006663096 0.0147105684 0.030881220 0.010377512 0.0001298397
## 11 0.008501193 0.0023779315 0.001687841 0.010480072 0.0022724138
## 12 0.026996103 0.0332586485 0.013333962 0.030818818 0.0044823495
## 13 0.005448896 0.0188450668 0.007690152 0.014301659 0.0055766737
## 14 0.027656492 0.0157013245 0.014740161 0.014448230 0.0052878618
## 15 0.004553920 0.0028247601 0.002369070 0.015393098 0.0313193143
## 16 0.001123319 0.0143633379 0.006891063 0.014289001 0.0085237419
## 17 0.014624062 0.0040407108 0.011303206 0.011117160 0.0027024728
## 18 0.017807661 0.0063310160 0.014391930 0.008000119 0.0217540643
## 19 0.007032989 0.0065735662 0.020142061 0.029238905 0.0201803444
## 20 0.016157291 0.0451263847 0.004744344 0.013136573 0.0082984556
## 21 0.028508931 0.0045752692 0.017818209 0.034270044 0.0161297440
## PC31.58 PC32.58 PC33.58 PC34.58 PC35.58
## 1 0.0026047135 0.008811741 0.0186021851 0.0070467067 0.001594878
## 2 0.0152637057 0.016266395 0.0256329947 0.0074182728 0.014077230
## 3 0.0006276715 0.023731699 0.0118552631 0.0062683245 0.017920449
## 4 0.0541618383 0.016754407 0.0067040547 0.0099485392 0.026016046
## 5 0.0284168204 0.003474786 0.0018882861 0.0099352587 0.003505102
## 6 0.0275375478 0.004715103 0.0247158818 0.0311409980 0.004184547
## 7 0.0014849045 0.021058662 0.0038936575 0.0129199735 0.008607848
## 8 0.0076712646 0.018414642 0.0102129633 0.0148365094 0.009083503
## 9 0.0166022219 0.019721148 0.0102347161 0.0255129422 0.015698911
## 10 0.0081691680 0.018454614 0.0295608177 0.0123647695 0.018798020
## 11 0.0141196249 0.002642257 0.0049178259 0.0256350722 0.006849068
## 12 0.0376564448 0.021481141 0.0179679657 0.0086510429 0.014940891
## 13 0.0089022804 0.038486901 0.0295180523 0.0115448747 0.008139444
## 14 0.0190117255 0.019620497 0.0170805627 0.0258637546 0.014100095
## 15 0.0080647349 0.027402388 0.0063193302 0.0450600447 0.012806501
## 16 0.0208386252 0.015781100 0.0139882628 0.0016611417 0.008963521
## 17 0.0317802267 0.018387776 0.0226502384 0.0037229312 0.009492371
## 18 0.0238827592 0.017211435 0.0035637641 0.0117691234 0.008310335
## 19 0.0114545862 0.002867673 0.0078546589 0.0017461873 0.003523513
## 20 0.0126422669 0.023680593 0.0518837932 0.0002319862 0.029942506
## 21 0.0155797126 0.001445467 0.0009011486 0.0091688055 0.024454564
## PC36.58 PC37.58 PC38.58 PC39.58 PC40.58
## 1 0.006372683 0.0089586269 0.012716084 0.0095968710 8.528354e-03
## 2 0.006708877 0.0014423404 0.012314012 0.0237440060 2.189815e-02
## 3 0.014725700 0.0190217040 0.044370356 0.0013225617 1.876905e-02
## 4 0.001913292 0.0009117208 0.018358323 0.0011205325 1.763951e-02
## 5 0.008819793 0.0068110633 0.024973398 0.0110103570 7.382782e-03
## 6 0.015669664 0.0327620841 0.025308741 0.0103311717 2.441338e-02
## 7 0.011843520 0.0125680970 0.011674683 0.0000855609 8.563728e-03
## 8 0.036984507 0.0182783638 0.006947710 0.0022444129 5.327711e-03
## 9 0.006065384 0.0158166516 0.009181122 0.0095197219 5.606699e-03
## 10 0.002855796 0.0286790383 0.019406810 0.0047176094 8.846041e-05
## 11 0.006267412 0.0286619390 0.027859224 0.0138971240 6.909191e-03
## 12 0.025192807 0.0049948889 0.009268270 0.0079574468 1.432417e-02
## 13 0.008770795 0.0362312798 0.007465190 0.0023487291 1.088616e-02
## 14 0.014276722 0.0072666921 0.014308223 0.0030882929 5.811366e-04
## 15 0.013685729 0.0265864915 0.017914765 0.0233524092 1.025992e-02
## 16 0.006330325 0.0146810979 0.020140639 0.0107595988 1.674395e-02
## 17 0.015741824 0.0233624779 0.011820366 0.0023819566 4.168525e-03
## 18 0.020877587 0.0264355233 0.042190943 0.0269408502 3.354874e-02
## 19 0.004219849 0.0200163141 0.003643394 0.0014280935 1.820152e-02
## 20 0.012214891 0.0014173027 0.017385192 0.0113039982 1.164110e-02
## 21 0.026771490 0.0102853461 0.043045569 0.0119045030 6.646896e-03
## PC41.58 PC42.58 PC43.58 PC44.58 PC45.58
## 1 2.276942e-03 0.0141781252 0.0104940628 0.026708681 0.023182761
## 2 5.180017e-05 0.0063401439 0.0071938926 0.031973380 0.001280308
## 3 9.751090e-03 0.0050850272 0.0287977154 0.001913999 0.018245926
## 4 5.428476e-03 0.0124569393 0.0016612663 0.018544698 0.010357523
## 5 7.596383e-03 0.0159441600 0.0174258415 0.008043164 0.006187667
## 6 1.098049e-02 0.0068510931 0.0077302656 0.016679772 0.025977623
## 7 1.014755e-02 0.0035226055 0.0034638663 0.005679830 0.022351550
## 8 1.154905e-02 0.0008653008 0.0002670037 0.019911102 0.003526177
## 9 2.322842e-04 0.0044774087 0.0259258662 0.010752378 0.004458127
## 10 3.456438e-02 0.0183645191 0.0074915481 0.055101508 0.014123210
## 11 5.362196e-02 0.0090349442 0.0151474899 0.027117177 0.017325175
## 12 1.496587e-02 0.0049764289 0.0026355850 0.010084244 0.001846531
## 13 1.407954e-02 0.0247957245 0.0123560580 0.032776840 0.009293799
## 14 1.472616e-02 0.0044521728 0.0228925888 0.026131958 0.023149709
## 15 9.712448e-03 0.0287103854 0.0062220371 0.006297690 0.001009946
## 16 2.193217e-02 0.0092349479 0.0165386495 0.020942748 0.028804647
## 17 2.063920e-02 0.0170856485 0.0212998530 0.008455949 0.029359882
## 18 1.469046e-02 0.0056022036 0.0132129072 0.017285563 0.013971041
## 19 4.867052e-02 0.0153110504 0.0016051445 0.007452958 0.001312694
## 20 6.057619e-03 0.0130603861 0.0127261688 0.001331992 0.018793499
## 21 1.045714e-02 0.0032790427 0.0125225406 0.012428756 0.036131628
## PC46.58 PC47.58 PC48.58 PC49.58 PC50.58
## 1 0.020612084 0.0111647979 1.757874e-02 0.031930753 0.0010169702
## 2 0.003594276 0.0157530837 8.018621e-03 0.001047132 0.0054458274
## 3 0.006393659 0.0020170834 1.394812e-02 0.000675580 0.0184273011
## 4 0.032467065 0.0039995210 6.027365e-03 0.001924934 0.0188253504
## 5 0.023450185 0.0248339951 1.234168e-02 0.018043596 0.0173358303
## 6 0.014454409 0.0243760704 1.084182e-02 0.013645142 0.0003401361
## 7 0.035341457 0.0160252010 2.949040e-02 0.026998154 0.0077464977
## 8 0.008104409 0.0308417015 4.281110e-04 0.008535380 0.0079758729
## 9 0.030363916 0.0135859381 1.962375e-02 0.009611119 0.0163555965
## 10 0.043293162 0.0069080557 1.198624e-02 0.007858785 0.0077718093
## 11 0.001834548 0.0229462697 1.442792e-02 0.019484799 0.0339813028
## 12 0.022026616 0.0019474398 1.100397e-02 0.004115277 0.0008671222
## 13 0.020395223 0.0306444140 6.567045e-03 0.012669433 0.0067770310
## 14 0.021352170 0.0004494576 1.271611e-02 0.019931017 0.0288598698
## 15 0.001334873 0.0175861587 1.743466e-02 0.037671790 0.0145545413
## 16 0.024974387 0.0095583605 2.553716e-02 0.018831624 0.0230699522
## 17 0.004285109 0.0235066539 2.250952e-02 0.016686431 0.0247123911
## 18 0.023144132 0.0157752637 2.516294e-03 0.001772171 0.0005050121
## 19 0.001676173 0.0116138027 5.653503e-03 0.048671768 0.0275296022
## 20 0.006022074 0.0089533785 7.408922e-03 0.010716036 0.0064697928
## 21 0.008812361 0.0162968841 8.809708e-05 0.040440421 0.0450641610
## PC51.58 PC52.58 PC53.58 PC54.58 PC55.58
## 1 4.127861e-04 0.016650568 0.008981783 0.0147658552 0.008106380
## 2 5.053185e-05 0.010399101 0.005039820 0.0156212113 0.037588477
## 3 1.346689e-02 0.027534465 0.007970080 0.0027662226 0.004549498
## 4 8.181411e-03 0.013774740 0.024557649 0.0017917463 0.021067524
## 5 1.183495e-02 0.015759341 0.021273601 0.0232615693 0.020646382
## 6 2.895155e-03 0.006215324 0.008914907 0.0007387733 0.019262863
## 7 1.728496e-02 0.038932383 0.007570575 0.0153388685 0.029400611
## 8 1.605710e-02 0.015072921 0.023059328 0.0100413393 0.033352914
## 9 3.928029e-03 0.005412476 0.012177019 0.0186518929 0.016706713
## 10 7.122451e-04 0.021253623 0.016209640 0.0001327207 0.001841351
## 11 7.912042e-03 0.010260133 0.022498966 0.0009282111 0.008389958
## 12 9.506547e-03 0.001165739 0.021065175 0.0232125969 0.026002088
## 13 1.892939e-02 0.012817131 0.011242524 0.0129525274 0.008771557
## 14 1.170859e-02 0.023421432 0.021575074 0.0161880548 0.008527378
## 15 1.279039e-02 0.006595781 0.003618429 0.0276847937 0.007335354
## 16 1.635496e-02 0.003342822 0.004958112 0.0329088967 0.012745760
## 17 1.744511e-02 0.037332067 0.001900268 0.0261463582 0.009724632
## 18 2.387697e-03 0.000584539 0.029418155 0.0102268671 0.011775958
## 19 2.255590e-02 0.026505585 0.006775228 0.0047643213 0.012098490
## 20 4.593128e-03 0.009343880 0.035390773 0.0212149380 0.020476250
## 21 1.704745e-03 0.002983082 0.003351440 0.0153960358 0.001909226
## PC56.58 PC57.58 PC58.58 PC59.58 PC60.58
## 1 0.0156387889 3.551195e-03 0.0157120649 0.06219084 0.0247831934
## 2 0.0067186803 2.417361e-02 0.0030323568 0.05308150 0.0033919948
## 3 0.0181389022 5.190003e-05 0.0097139029 0.04650746 0.0327891300
## 4 0.0049683435 1.933771e-04 0.0046913547 0.04465859 0.0151329808
## 5 0.0001945403 2.990427e-02 0.0131431079 0.04143098 0.0272649443
## 6 0.0002334902 7.771962e-03 0.0120318199 0.03703193 0.0154130219
## 7 0.0343730458 1.399843e-02 0.0331325409 0.03292769 0.0231136116
## 8 0.0074359458 6.583875e-02 0.0031831509 0.02890525 0.0051749983
## 9 0.0302823006 6.870612e-04 0.0012665386 0.02658106 0.0006534196
## 10 0.0193079703 2.492916e-02 0.0001651332 0.02405044 0.0024020792
## 11 0.0149906316 1.729545e-02 0.0396379065 0.02400069 0.0191659143
## 12 0.0256390383 1.590431e-02 0.0095231596 0.02325311 0.0157467721
## 13 0.0009341546 1.109413e-02 0.0410441146 0.02254325 0.0174576818
## 14 0.0168627412 1.525415e-02 0.0143262533 0.02123960 0.0250836070
## 15 0.0172721071 1.147110e-02 0.0333398061 0.02069213 0.0047223287
## 16 0.0212585522 4.880840e-03 0.0320283684 0.02030386 0.0109428327
## 17 0.0421240490 5.518043e-04 0.0043324004 0.01842909 0.0332279822
## 18 0.0337877077 2.138958e-04 0.0055600502 0.01807511 0.0082155131
## 19 0.0173847375 8.930565e-03 0.0094859202 0.01799122 0.0008404033
## 20 0.0097613192 3.404679e-03 0.0261966325 0.01790803 0.0052195503
## 21 0.0220527414 1.894987e-02 0.0057354535 0.01779523 0.0109030140
## PC61.58 PC62.58 PC63.58 PC64.58 PC65.58
## 1 0.022549980 3.078172e-03 0.004417592 0.0541746947 0.010890913
## 2 0.018109541 3.451716e-04 0.026490567 0.0401983871 0.026674624
## 3 0.005858272 8.746826e-03 0.002526312 0.0182435517 0.008007964
## 4 0.011348932 1.915041e-04 0.031977539 0.0016717793 0.021461798
## 5 0.023387615 1.506825e-02 0.007320984 0.0112315049 0.020280848
## 6 0.015238303 1.776785e-02 0.017580770 0.0072883655 0.010291958
## 7 0.009105700 1.104839e-02 0.007330237 0.0156091167 0.012160437
## 8 0.007799949 1.779020e-02 0.012204365 0.0050042082 0.010440618
## 9 0.004606716 3.822359e-02 0.034743555 0.0077435102 0.010017683
## 10 0.029062510 2.209401e-03 0.007052124 0.0007189327 0.020260927
## 11 0.016260121 8.681366e-03 0.021279774 0.0207177417 0.001980126
## 12 0.008771105 2.148573e-02 0.017334277 0.0081639542 0.007822644
## 13 0.033339945 3.017350e-02 0.014945924 0.0053521695 0.022998476
## 14 0.027694334 3.650433e-02 0.011262627 0.0106814335 0.015222391
## 15 0.033646582 2.716196e-02 0.036119256 0.0077472770 0.036263775
## 16 0.008456194 1.092215e-02 0.023620548 0.0370467756 0.003178783
## 17 0.013542498 1.501487e-02 0.026840548 0.0072716741 0.008621503
## 18 0.021196265 6.059957e-06 0.005537606 0.0197953117 0.015575552
## 19 0.018026204 3.191429e-03 0.039078854 0.0032544612 0.007812256
## 20 0.011949069 2.140155e-02 0.023973926 0.0102944367 0.020264271
## 21 0.007424051 1.287913e-02 0.021296507 0.0043032116 0.025370498
## PC66.58 PC67.58 PC68.58
## 1 0.029056473 0.0427850577 0.0218348280
## 2 0.019508073 0.0033549502 0.0006156937
## 3 0.016319285 0.0133311567 0.0221388427
## 4 0.002179003 0.0221184391 0.0416938066
## 5 0.023902768 0.0207054618 0.0299029717
## 6 0.008172666 0.0066902351 0.0290887373
## 7 0.022178441 0.0207793749 0.0093621067
## 8 0.013922677 0.0067289171 0.0177623083
## 9 0.016299461 0.0134663403 0.0261225260
## 10 0.002539966 0.0048560626 0.0037756628
## 11 0.009463586 0.0097470611 0.0017762703
## 12 0.033123151 0.0122924125 0.0122383227
## 13 0.005718274 0.0144234737 0.0194302042
## 14 0.005009302 0.0384021278 0.0192793011
## 15 0.007197739 0.0291187126 0.0001917411
## 16 0.009898796 0.0194024863 0.0093175439
## 17 0.001465802 0.0007717288 0.0055024242
## 18 0.012839794 0.0217421688 0.0007237298
## 19 0.022745494 0.0051511631 0.0075599921
## 20 0.005381702 0.0480698388 0.0103327468
## 21 0.005015689 0.0237126506 0.0237488777
## programN.59 PC1.59 PC2.59
## 1 Health.Education 8.928727e-03 0.0341478058
## 2 Nutrition 1.309656e-02 0.0172599196
## 3 Physical.Education 5.059954e-05 0.0298656835
## 4 Early.Childhood.Special.Education 4.408253e-03 0.0255520678
## 5 College.Advising 2.034854e-02 0.0097748073
## 6 Kinesiology 9.196925e-03 0.0378905028
## 7 Early.Childhood.Education 1.631755e-02 0.0027364567
## 8 Cognitive.Science 4.729092e-04 0.0174686632
## 9 Reading 2.044067e-02 0.0011834864
## 10 Social.Organizational.Psychology 3.184102e-02 0.0084415043
## 11 cluster 1.671803e-02 0.0258426901
## 12 Clinical.Psychology 2.220278e-02 0.0371952492
## 13 Leadership 2.906756e-02 0.0085653754
## 14 Creative.Technologies 6.303883e-03 0.0090436933
## 15 Motor.Learning.and.Control 1.036101e-02 0.0077604675
## 16 Teaching.English 1.448270e-02 0.0105335811
## 17 Sexuality..Women.and.Gender.in.Psychology 2.166156e-02 0.0269603435
## 18 Measurement..Evaluation.and.Statistics 6.434911e-03 0.0016544465
## 19 Developmental.Psychology 1.346231e-02 0.0228125015
## 20 Urban.Education 2.815564e-02 0.0049106714
## 21 Social.Studies 1.799738e-02 0.0006640169
## PC3.59 PC4.59 PC5.59 PC6.59 PC7.59
## 1 0.0143069974 0.018851937 5.280302e-03 0.0292497995 0.0060629522
## 2 0.0168468987 0.002510452 3.856389e-03 0.0235834428 0.0010329779
## 3 0.0172981154 0.006940586 5.902268e-05 0.0010439017 0.0109126564
## 4 0.0223882055 0.031399622 1.618698e-02 0.0075348165 0.0212184000
## 5 0.0163386154 0.008664203 2.437320e-02 0.0146771685 0.0109723742
## 6 0.0098025730 0.002234410 6.726859e-03 0.0100511161 0.0055717449
## 7 0.0021324511 0.026053939 1.305411e-02 0.0121212730 0.0207949782
## 8 0.0481096185 0.022469258 9.744760e-03 0.0120697447 0.0079184629
## 9 0.0079798028 0.015076671 2.844347e-02 0.0131204338 0.0029247239
## 10 0.0116379852 0.001791635 9.742845e-03 0.0136477547 0.0032897977
## 11 0.0405600152 0.037206851 2.167346e-02 0.0150258913 0.0068948760
## 12 0.0031620282 0.001190155 4.759591e-03 0.0145551406 0.0204610368
## 13 0.0086364809 0.030922191 3.686220e-03 0.0018731048 0.0036920279
## 14 0.0385378293 0.017902383 4.379405e-03 0.0164805896 0.0152499965
## 15 0.0277887185 0.012990798 1.732676e-02 0.0177154862 0.0009343611
## 16 0.0010454784 0.046509906 1.559886e-03 0.0093156213 0.0086087748
## 17 0.0039637231 0.012604293 2.323197e-02 0.0241148815 0.0164765555
## 18 0.0432617565 0.009064714 5.170621e-03 0.0293884964 0.0206070828
## 19 0.0003474403 0.000157270 1.074489e-02 0.0006575599 0.0014403425
## 20 0.0076600332 0.011970240 2.931031e-02 0.0076374091 0.0094355140
## 21 0.0110332751 0.005623037 1.745721e-02 0.0315435640 0.0424431855
## PC8.59 PC9.59 PC10.59 PC11.59 PC12.59
## 1 0.0003695185 0.024513906 0.0197771622 0.012294895 0.025755394
## 2 0.0009109188 0.045414953 0.0028813655 0.039530134 0.019583909
## 3 0.0181621668 0.021004884 0.0132190247 0.002763763 0.018258991
## 4 0.0177969933 0.030278451 0.0153284004 0.010667771 0.010888186
## 5 0.0150352054 0.001865618 0.0199292707 0.024379145 0.001667794
## 6 0.0115191229 0.003794105 0.0146540900 0.010981255 0.023919379
## 7 0.0330284428 0.021549936 0.0196400201 0.007100216 0.001455092
## 8 0.0089828445 0.009327772 0.0019688466 0.032485693 0.001500996
## 9 0.0232753503 0.004192322 0.0131786178 0.015192894 0.032431938
## 10 0.0243186267 0.021943755 0.0132336368 0.033316284 0.027240108
## 11 0.0111009044 0.010507240 0.0142931113 0.013523707 0.001208053
## 12 0.0096703098 0.007534750 0.0044329389 0.000315626 0.021808217
## 13 0.0135943024 0.014778634 0.0115999829 0.016322518 0.056382300
## 14 0.0294834356 0.010511664 0.0101118600 0.015184988 0.004083316
## 15 0.0287982992 0.003362259 0.0048056787 0.025400037 0.048894719
## 16 0.0171062957 0.008709267 0.0001295534 0.006678637 0.028828935
## 17 0.0133393896 0.020629130 0.0133064824 0.028099261 0.013508356
## 18 0.0014070944 0.017986220 0.0238703915 0.013005861 0.025791954
## 19 0.0250115497 0.031895777 0.0353662917 0.019135039 0.017596192
## 20 0.0368882006 0.020057965 0.0068444197 0.018070095 0.005481427
## 21 0.0446486045 0.012576202 0.0041900676 0.008267224 0.004644419
## PC13.59 PC14.59 PC15.59 PC16.59 PC17.59
## 1 0.0306201751 2.122275e-02 0.007262228 0.005321750 0.0211236012
## 2 0.0253531468 8.009822e-03 0.013481952 0.005945587 0.0198765891
## 3 0.0120707436 1.022977e-02 0.007343846 0.033150723 0.0362778080
## 4 0.0047609933 2.038593e-02 0.010280524 0.007284086 0.0000681285
## 5 0.0382673370 5.897418e-03 0.019274826 0.012794286 0.0355156853
## 6 0.0134701839 3.432059e-02 0.024786300 0.028416728 0.0062068874
## 7 0.0251107596 3.195039e-03 0.026141851 0.032150140 0.0249982477
## 8 0.0005854564 3.172296e-03 0.006098585 0.005252680 0.0257481358
## 9 0.0292802971 1.919035e-03 0.010704368 0.006045508 0.0360861494
## 10 0.0183521730 1.520881e-02 0.015892774 0.018681853 0.0015579368
## 11 0.0094348367 1.393967e-02 0.008071885 0.005043319 0.0056797554
## 12 0.0003086636 6.200889e-03 0.003828789 0.004582990 0.0406961358
## 13 0.0143564240 2.080775e-02 0.004391348 0.016402759 0.0003313023
## 14 0.0175345238 8.110235e-05 0.011179291 0.025003269 0.0157504987
## 15 0.0019432972 7.958437e-03 0.016469461 0.003954822 0.0086730310
## 16 0.0103141677 1.083284e-02 0.015268883 0.012637434 0.0253689631
## 17 0.0095990422 2.827734e-03 0.024154270 0.003440244 0.0041580796
## 18 0.0303641121 1.805421e-02 0.008045789 0.011166111 0.0075813830
## 19 0.0241897580 2.288102e-04 0.008821347 0.027479349 0.0460781910
## 20 0.0010188237 2.241245e-02 0.005022715 0.005434683 0.0191702590
## 21 0.0110741844 2.949527e-02 0.015840507 0.002239219 0.0225297196
## PC18.59 PC19.59 PC20.59 PC21.59 PC22.59
## 1 0.012591657 0.011270142 0.009007826 0.0210301845 0.0095410886
## 2 0.004731898 0.004573153 0.006173864 0.0056299816 0.0279877482
## 3 0.015684823 0.014728741 0.036556839 0.0342972096 0.0079446947
## 4 0.001351379 0.003124974 0.057706894 0.0045426515 0.0004601013
## 5 0.014764012 0.014235093 0.033777986 0.0041214729 0.0062544847
## 6 0.004087607 0.013931527 0.002792422 0.0238347136 0.0006358971
## 7 0.009939035 0.001015508 0.028130418 0.0171683156 0.0160529655
## 8 0.010736036 0.029120880 0.006395776 0.0298789547 0.0125719028
## 9 0.019416832 0.039566429 0.034915387 0.0136972845 0.0012552236
## 10 0.013383994 0.012185373 0.002579359 0.0008305934 0.0269720332
## 11 0.002116016 0.002602185 0.002172608 0.0018081232 0.0186122641
## 12 0.004627692 0.009859608 0.008355508 0.0065518197 0.0112093208
## 13 0.012428298 0.016248758 0.004222065 0.0034202436 0.0006403948
## 14 0.007826559 0.027600464 0.025465545 0.0238319011 0.0115289516
## 15 0.001402243 0.016143041 0.004918364 0.0135797185 0.0380763440
## 16 0.038138930 0.020365340 0.012719123 0.0089258554 0.0224100466
## 17 0.013053277 0.013975436 0.017997007 0.0094939382 0.0042878651
## 18 0.031092513 0.009605183 0.016777008 0.0028087050 0.0062915205
## 19 0.016609805 0.002776522 0.004382109 0.0346375529 0.0218430388
## 20 0.010993690 0.017204004 0.006300514 0.0101020121 0.0014797827
## 21 0.002275990 0.017123965 0.005482647 0.0058795476 0.0104511177
## PC23.59 PC24.59 PC25.59 PC26.59 PC27.59
## 1 0.0086409520 0.0082648374 0.002500797 0.018053526 0.0118206832
## 2 0.0083179536 0.0115328840 0.005632334 0.026133338 0.0248746270
## 3 0.0056264142 0.0097381422 0.014509344 0.024080936 0.0285882297
## 4 0.0107230761 0.0040069641 0.007674211 0.014624062 0.0040407108
## 5 0.0258136432 0.0350245697 0.018872014 0.021295014 0.0125174482
## 6 0.0008849579 0.0051847978 0.003943145 0.053921207 0.0296266638
## 7 0.0265951318 0.0384892121 0.011878110 0.010273766 0.0135117132
## 8 0.0163724528 0.0226486866 0.006536371 0.009058300 0.0339695036
## 9 0.0014978695 0.0160532210 0.017388394 0.019136366 0.0267845521
## 10 0.0159834312 0.0205031336 0.001598078 0.027656492 0.0157013245
## 11 0.0155523480 0.0031954636 0.011123707 0.001484748 0.0009007151
## 12 0.0065323858 0.0153950713 0.014338033 0.013404488 0.0169060164
## 13 0.0259457104 0.0174972465 0.010240777 0.006225971 0.0237572335
## 14 0.0006137766 0.0009855782 0.053093439 0.010075115 0.0272941525
## 15 0.0226396714 0.0076574352 0.040698688 0.012431671 0.0114830589
## 16 0.0220864526 0.0111435918 0.017030585 0.013441267 0.0285836550
## 17 0.0186929163 0.0170201715 0.024600503 0.011766409 0.0074020110
## 18 0.0112868795 0.0152568543 0.001503895 0.006819988 0.0112487859
## 19 0.0030625463 0.0003178231 0.011822688 0.011333390 0.0121622006
## 20 0.0219094957 0.0221844936 0.012675007 0.016163908 0.0139969124
## 21 0.0157245660 0.0164435018 0.010120416 0.008501193 0.0023779315
## PC28.59 PC29.59 PC30.59 PC31.59 PC32.59
## 1 0.011680497 0.0186431509 0.007750826 0.0093624979 0.0064832838
## 2 0.006575149 0.0578909358 0.005577981 0.0296157903 0.0002693448
## 3 0.001708984 0.0387143272 0.002522182 0.0274013758 0.0120772967
## 4 0.011303206 0.0111171602 0.002702473 0.0317802267 0.0183877764
## 5 0.010655971 0.0135158414 0.005792605 0.0006276715 0.0237316993
## 6 0.011046841 0.0068904121 0.006011165 0.0107369635 0.0250431566
## 7 0.011406506 0.0220903197 0.031967155 0.0049696001 0.0185987087
## 8 0.011712174 0.0232502842 0.010491023 0.0284168204 0.0034747865
## 9 0.013876964 0.0004192801 0.018859996 0.0181028520 0.0031879592
## 10 0.014740161 0.0144482302 0.005287862 0.0190117255 0.0196204973
## 11 0.011650785 0.0223900720 0.006561350 0.0026047135 0.0088117414
## 12 0.007997436 0.0107434404 0.012143080 0.0177837763 0.0043349495
## 13 0.011214971 0.0148710250 0.001774396 0.0014849045 0.0210586624
## 14 0.033422939 0.0053218395 0.019245694 0.0202417973 0.0150279708
## 15 0.036482363 0.0107440518 0.005963509 0.0026539200 0.0416127144
## 16 0.022413181 0.0151838143 0.039467916 0.0185391283 0.0267766508
## 17 0.020221563 0.0216256132 0.004257236 0.0247241466 0.0107931755
## 18 0.015458220 0.0062046542 0.047204090 0.0016926689 0.0084589638
## 19 0.010802360 0.0235170135 0.002080816 0.0031812551 0.0078498621
## 20 0.043680879 0.0232522969 0.019666219 0.0101542360 0.0222802022
## 21 0.001687841 0.0104800725 0.002272414 0.0141196249 0.0026422574
## PC33.59 PC34.59 PC35.59 PC36.59 PC37.59
## 1 0.0417843271 0.0286055986 0.009338729 0.034246715 1.004410e-02
## 2 0.0026487843 0.0132779417 0.022576989 0.011282868 1.471242e-04
## 3 0.0361447601 0.0127511831 0.032732045 0.025934581 3.147825e-05
## 4 0.0226502384 0.0037229312 0.009492371 0.015741824 2.336248e-02
## 5 0.0118552631 0.0062683245 0.017920449 0.014725700 1.902170e-02
## 6 0.0318090459 0.0024198002 0.012114321 0.014210240 4.344355e-03
## 7 0.0037854684 0.0076944941 0.012775790 0.005991220 6.662558e-03
## 8 0.0018882861 0.0099352587 0.003505102 0.008819793 6.811063e-03
## 9 0.0134600899 0.0232013411 0.020187266 0.010501673 3.822905e-03
## 10 0.0170805627 0.0258637546 0.014100095 0.014276722 7.266692e-03
## 11 0.0186021851 0.0070467067 0.001594878 0.006372683 8.958627e-03
## 12 0.0704368575 0.0222208884 0.030243607 0.005997443 4.252089e-03
## 13 0.0038936575 0.0129199735 0.008607848 0.011843520 1.256810e-02
## 14 0.0112140731 0.0027082578 0.023695345 0.013194995 1.271049e-02
## 15 0.0155586613 0.0038387414 0.013510519 0.007177720 7.956551e-03
## 16 0.0002151087 0.0362280029 0.007856700 0.012160347 7.200006e-03
## 17 0.0221986133 0.0463595486 0.019166348 0.004387870 7.129389e-03
## 18 0.0170221307 0.0009184801 0.037991130 0.003877119 3.792085e-02
## 19 0.0196472971 0.0173828316 0.014696340 0.029624780 2.066260e-02
## 20 0.0022393692 0.0123471766 0.006373069 0.010947112 3.701755e-02
## 21 0.0049178259 0.0256350722 0.006849068 0.006267412 2.866194e-02
## PC38.59 PC39.59 PC40.59 PC41.59 PC42.59
## 1 0.002584070 0.0109883234 0.0096932235 0.0016642194 0.0053447019
## 2 0.005862358 0.0174657127 0.0227976437 0.0293710617 0.0080766268
## 3 0.007395560 0.0015385472 0.0242319413 0.0003123014 0.0046483661
## 4 0.011820366 0.0023819566 0.0041685253 0.0206391967 0.0170856485
## 5 0.044370356 0.0013225617 0.0187690454 0.0097510896 0.0050850272
## 6 0.019864362 0.0166791630 0.0173417516 0.0294630842 0.0197076965
## 7 0.011242512 0.0240057629 0.0267822260 0.0219911094 0.0269201528
## 8 0.024973398 0.0110103570 0.0073827815 0.0075963831 0.0159441600
## 9 0.006886882 0.0139807889 0.0312479049 0.0192450057 0.0069496249
## 10 0.014308223 0.0030882929 0.0005811366 0.0147261633 0.0044521728
## 11 0.012716084 0.0095968710 0.0085283545 0.0022769421 0.0141781252
## 12 0.003650099 0.0008797659 0.0166138263 0.0135195634 0.0218274232
## 13 0.011674683 0.0000855609 0.0085637279 0.0101475497 0.0035226055
## 14 0.025403862 0.0276109560 0.0149122081 0.0065517306 0.0280165217
## 15 0.006085835 0.0151419351 0.0244244278 0.0188429247 0.0151085810
## 16 0.005457971 0.0151044320 0.0018283164 0.0108041484 0.0010240083
## 17 0.007958182 0.0026019229 0.0017444771 0.0076518257 0.0303072881
## 18 0.010920916 0.0168818969 0.0079551524 0.0098911955 0.0200660088
## 19 0.014887879 0.0201818028 0.0195787940 0.0080433369 0.0001581613
## 20 0.030976287 0.0057903217 0.0080364881 0.0249514920 0.0126875766
## 21 0.027859224 0.0138971240 0.0069091906 0.0536219575 0.0090349442
## PC43.59 PC44.59 PC45.59 PC46.59 PC47.59
## 1 0.005115243 0.004704709 0.024797152 2.550465e-02 2.599387e-02
## 2 0.008436541 0.001395055 0.001118995 7.033337e-05 5.450552e-03
## 3 0.013441862 0.012341661 0.035422006 2.421951e-03 3.000743e-05
## 4 0.021299853 0.008455949 0.029359882 4.285109e-03 2.350665e-02
## 5 0.028797715 0.001913999 0.018245926 6.393659e-03 2.017083e-03
## 6 0.005760452 0.035309066 0.012366391 5.400196e-03 1.281306e-02
## 7 0.019150156 0.003165756 0.025752231 7.428793e-03 4.845564e-03
## 8 0.017425841 0.008043164 0.006187667 2.345018e-02 2.483400e-02
## 9 0.037512499 0.005468838 0.002573854 4.765132e-03 4.688775e-04
## 10 0.022892589 0.026131958 0.023149709 2.135217e-02 4.494576e-04
## 11 0.010494063 0.026708681 0.023182761 2.061208e-02 1.116480e-02
## 12 0.005071890 0.008376436 0.004084068 7.130567e-03 2.354353e-02
## 13 0.003463866 0.005679830 0.022351550 3.534146e-02 1.602520e-02
## 14 0.009297284 0.023504665 0.020137958 2.228623e-02 8.961923e-03
## 15 0.018589551 0.027178517 0.004424083 2.149725e-02 2.104934e-02
## 16 0.009068592 0.012222824 0.018216667 2.611395e-02 1.058723e-02
## 17 0.025638410 0.006215405 0.008202022 2.074739e-02 1.122818e-03
## 18 0.013458194 0.018695727 0.006630258 1.051833e-02 1.027532e-02
## 19 0.000414364 0.009358596 0.048810168 1.569529e-02 1.669381e-02
## 20 0.012327293 0.015332884 0.003084319 3.872223e-03 8.837437e-03
## 21 0.015147490 0.027117177 0.017325175 1.834548e-03 2.294627e-02
## PC48.59 PC49.59 PC50.59 PC51.59 PC52.59
## 1 0.002408479 0.005842586 0.005028584 0.0141104814 0.007149243
## 2 0.022700862 0.006134355 0.024858315 0.0174147560 0.003283311
## 3 0.005979111 0.003630809 0.040783166 0.0153592575 0.019407217
## 4 0.022509523 0.016686431 0.024712391 0.0174451145 0.037332067
## 5 0.013948120 0.000675580 0.018427301 0.0134668851 0.027534465
## 6 0.004135378 0.025434165 0.001900968 0.0062218989 0.017400543
## 7 0.053465401 0.007169404 0.002997136 0.0133442124 0.004402327
## 8 0.012341676 0.018043596 0.017335830 0.0118349531 0.015759341
## 9 0.006352392 0.005535342 0.002812331 0.0091977040 0.032923408
## 10 0.012716111 0.019931017 0.028859870 0.0117085853 0.023421432
## 11 0.017578735 0.031930753 0.001016970 0.0004127861 0.016650568
## 12 0.013181214 0.004030878 0.018934052 0.0300586945 0.026442880
## 13 0.029490397 0.026998154 0.007746498 0.0172849563 0.038932383
## 14 0.010819072 0.023067268 0.002541055 0.0068262164 0.027658524
## 15 0.039056331 0.007531165 0.023675433 0.0154326407 0.024887811
## 16 0.005668942 0.044523392 0.032979544 0.0059094333 0.011698836
## 17 0.003687112 0.001709257 0.006240370 0.0290759161 0.002930999
## 18 0.008846563 0.020997691 0.015867168 0.0078240958 0.022273503
## 19 0.023389065 0.030826123 0.010261555 0.0239340125 0.005630739
## 20 0.044130689 0.015009847 0.001412037 0.0227222457 0.005435733
## 21 0.014427919 0.019484799 0.033981303 0.0079120422 0.010260133
## PC53.59 PC54.59 PC55.59 PC56.59 PC57.59
## 1 0.0356010823 0.0356283377 0.0108775144 0.0106730363 1.599710e-03
## 2 0.0161508867 0.0250851364 0.0044339644 0.0187162825 8.755823e-03
## 3 0.0042436624 0.0044914288 0.0045247583 0.0026896841 1.936431e-02
## 4 0.0019002684 0.0261463582 0.0097246318 0.0421240490 5.518043e-04
## 5 0.0079700799 0.0027662226 0.0045494981 0.0181389022 5.190003e-05
## 6 0.0003121021 0.0008153605 0.0002492435 0.0013329334 2.405965e-03
## 7 0.0095169916 0.0066988085 0.0067861623 0.0061490947 2.788803e-02
## 8 0.0212736010 0.0232615693 0.0206463817 0.0001945403 2.990427e-02
## 9 0.0116590708 0.0232261491 0.0259331015 0.0181915709 1.999525e-02
## 10 0.0215750735 0.0161880548 0.0085273782 0.0168627412 1.525415e-02
## 11 0.0089817831 0.0147658552 0.0081063803 0.0156387889 3.551195e-03
## 12 0.0052762001 0.0181709192 0.0093481064 0.0129663081 2.519317e-02
## 13 0.0075705749 0.0153388685 0.0294006112 0.0343730458 1.399843e-02
## 14 0.0026353835 0.0026470887 0.0168570773 0.0009952676 2.822010e-03
## 15 0.0073984141 0.0111963175 0.0067305232 0.0091918884 1.357791e-02
## 16 0.0014647653 0.0149514301 0.0268340642 0.0015088859 2.777578e-02
## 17 0.0379608313 0.0320571934 0.0027015202 0.0086863854 2.566853e-02
## 18 0.0123513819 0.0002232964 0.0169745055 0.0305796396 5.040301e-02
## 19 0.0023678486 0.0040966143 0.0234174752 0.0197683709 2.059362e-02
## 20 0.0003310062 0.0319835895 0.0276264632 0.0173797478 5.879765e-04
## 21 0.0224989660 0.0009282111 0.0083899575 0.0149906316 1.729545e-02
## PC58.59 PC59.59 PC60.59 PC61.59 PC62.59
## 1 0.007513676 0.0155025141 0.05279582 0.0028280140 0.025056677
## 2 0.016306645 0.0161335561 0.04117534 0.0001218313 0.012656464
## 3 0.001409918 0.0022746844 0.03442950 0.0105699581 0.009894929
## 4 0.004332400 0.0184290887 0.03322798 0.0135424983 0.015014867
## 5 0.009713903 0.0465074616 0.03278913 0.0058582721 0.008746826
## 6 0.020531062 0.0126578077 0.03049514 0.0104460853 0.001434160
## 7 0.013130047 0.0119149345 0.02849773 0.0066982154 0.004934480
## 8 0.013143108 0.0414309789 0.02726494 0.0233876152 0.015068249
## 9 0.009148898 0.0108802410 0.02581489 0.0165878861 0.029586139
## 10 0.014326253 0.0212396008 0.02508361 0.0276943342 0.036504327
## 11 0.015712065 0.0621908383 0.02478319 0.0225499796 0.003078172
## 12 0.040948721 0.0057102701 0.02437269 0.0042315599 0.014286710
## 13 0.033132541 0.0329276914 0.02311361 0.0091057001 0.011048391
## 14 0.005512894 0.0008688294 0.02233671 0.0011799586 0.006944575
## 15 0.015248617 0.0036510912 0.02183612 0.0117795543 0.014268758
## 16 0.007870364 0.0014461747 0.02077028 0.0230941586 0.006165117
## 17 0.012812667 0.0114304209 0.02012157 0.0158693475 0.022357049
## 18 0.022874049 0.0170088588 0.02006899 0.0282726925 0.004814962
## 19 0.010803951 0.0058408764 0.02005245 0.0170761427 0.014047959
## 20 0.014471066 0.0037577225 0.01938123 0.0068189135 0.009973418
## 21 0.039637907 0.0240006900 0.01916591 0.0162601209 0.008681366
## PC63.59 PC64.59 PC65.59 PC66.59 PC67.59
## 1 0.015687418 0.014973056 1.018421e-02 0.023423474 0.0079418362
## 2 0.018837528 0.025882548 6.652772e-03 0.006601839 0.0136076170
## 3 0.011722052 0.011285661 4.912056e-03 0.010866110 0.0165527078
## 4 0.026840548 0.007271674 8.621503e-03 0.001465802 0.0007717288
## 5 0.002526312 0.018243552 8.007964e-03 0.016319285 0.0133311567
## 6 0.052164793 0.015758958 1.287470e-02 0.020570655 0.0208716510
## 7 0.001779919 0.007887224 2.852583e-03 0.003270557 0.0053971046
## 8 0.007320984 0.011231505 2.028085e-02 0.023902768 0.0207054618
## 9 0.018921778 0.008656275 1.188943e-02 0.013859452 0.0269761205
## 10 0.011262627 0.010681433 1.522239e-02 0.005009302 0.0384021278
## 11 0.004417592 0.054174695 1.089091e-02 0.029056473 0.0427850577
## 12 0.011847992 0.023330197 3.212743e-02 0.006111559 0.0040435596
## 13 0.007330237 0.015609117 1.216044e-02 0.022178441 0.0207793749
## 14 0.025170782 0.023709968 3.228760e-02 0.004156180 0.0235351123
## 15 0.002854571 0.021157307 1.103038e-02 0.003632873 0.0096273589
## 16 0.016431445 0.001978449 7.478598e-03 0.013902288 0.0025452102
## 17 0.012143539 0.041621206 2.302152e-02 0.015915069 0.0027208380
## 18 0.012401349 0.009303969 9.480562e-05 0.012938499 0.0122009359
## 19 0.004005805 0.006779335 1.766437e-02 0.025584274 0.0094854078
## 20 0.003709432 0.003969332 8.179798e-03 0.045767586 0.0093709160
## 21 0.021279774 0.020717742 1.980126e-03 0.009463586 0.0097470611
## PC68.59 programN.60 PC1.60
## 1 0.019642057 Psychology 0.0204369257
## 2 0.011504675 Higher.and.Postsecondary.Education 0.0075270712
## 3 0.010215837 Change.Leadership 0.0398648928
## 4 0.005502424 Economics.and.Education 0.0335918287
## 5 0.022138843 Communication.Media.and.Learning.Technologies 0.0075316150
## 6 0.002466985 Music 0.0013313270
## 7 0.028104973 Psychological.Counseling 0.0056757968
## 8 0.029902972 Politics 0.0310892184
## 9 0.001241006 Mathematics 0.0047741638
## 10 0.019279301 Measurement..Evaluation.and.Statistics 0.0064349114
## 11 0.021834828 Social.Organizational.Psychology 0.0318410169
## 12 0.025382880 History 0.0266635454
## 13 0.009362107 Design.and.Development.of.Digital.Games 0.0063556814
## 14 0.001711083 Cognitive.Science 0.0004729092
## 15 0.002717005 Teaching.English 0.0144826950
## 16 0.016856055 cluster 0.0167180336
## 17 0.019958390 Education.Technology 0.0103418372
## 18 0.008281115 School.Psychology 0.0141583324
## 19 0.006262292 Learning.Analytics 0.0056459553
## 20 0.021899326 International.and.Comparative.Education 0.0211310159
## 21 0.001776270 Linguistics 0.0049473310
## PC2.60 PC3.60 PC4.60 PC5.60 PC6.60
## 1 0.030001191 0.027608375 0.0004348856 0.015451342 0.0010334181
## 2 0.011385278 0.013045967 0.0046004348 0.030822677 0.0402722606
## 3 0.001507808 0.013165099 0.0212088348 0.009947538 0.0187839045
## 4 0.008906657 0.002856671 0.0191995859 0.018205005 0.0019850768
## 5 0.001195994 0.035933133 0.0045449315 0.013646469 0.0006050177
## 6 0.009494630 0.022176398 0.0040015203 0.033295249 0.0005785762
## 7 0.030173588 0.013259392 0.0271907105 0.023092825 0.0185385286
## 8 0.016924948 0.002959034 0.0239706237 0.007268134 0.0004427211
## 9 0.001823151 0.046388770 0.0087165361 0.018786976 0.0074538327
## 10 0.001654446 0.043261757 0.0090647142 0.005170621 0.0293884964
## 11 0.008441504 0.011637985 0.0017916352 0.009742845 0.0136477547
## 12 0.002442781 0.001555689 0.0021290297 0.053094195 0.0056032077
## 13 0.014408881 0.044990699 0.0313386025 0.012099339 0.0200423506
## 14 0.017468663 0.048109619 0.0224692585 0.009744760 0.0120697447
## 15 0.010533581 0.001045478 0.0465099061 0.001559886 0.0093156213
## 16 0.025842690 0.040560015 0.0372068508 0.021673463 0.0150258913
## 17 0.014739512 0.040494080 0.0014398348 0.026545860 0.0035173959
## 18 0.011341619 0.009069789 0.0053335676 0.006691396 0.0365560870
## 19 0.002782266 0.048876967 0.0065973590 0.001854961 0.0256304790
## 20 0.021317674 0.001573788 0.0026405401 0.015324399 0.0156102970
## 21 0.007329538 0.006587999 0.0541071873 0.020840874 0.0025245649
## PC7.60 PC8.60 PC9.60 PC10.60 PC11.60
## 1 0.0095060500 1.142318e-02 0.023075020 0.0059241391 0.010645059
## 2 0.0183069807 1.236000e-02 0.025183963 0.0162809823 0.008863708
## 3 0.0044568386 4.742287e-05 0.003735709 0.0179235215 0.013937434
## 4 0.0078716548 9.713329e-03 0.017746346 0.0159588397 0.010447501
## 5 0.0209115105 3.930467e-02 0.008235191 0.0295657210 0.024262326
## 6 0.0398136107 7.949841e-03 0.023227344 0.0144477798 0.024454916
## 7 0.0011510428 6.924103e-04 0.017994401 0.0007766548 0.022709513
## 8 0.0068301255 2.075811e-02 0.009224028 0.0224597790 0.007698439
## 9 0.0116994760 2.278749e-02 0.005242621 0.0266623343 0.007351706
## 10 0.0206070828 1.407094e-03 0.017986220 0.0238703915 0.013005861
## 11 0.0032897977 2.431863e-02 0.021943755 0.0132336368 0.033316284
## 12 0.0024226234 1.587315e-02 0.001431406 0.0028922222 0.005277345
## 13 0.0034495169 4.624458e-03 0.003947530 0.0175316831 0.008619621
## 14 0.0079184629 8.982845e-03 0.009327772 0.0019688466 0.032485693
## 15 0.0086087748 1.710630e-02 0.008709267 0.0001295534 0.006678637
## 16 0.0068948760 1.110090e-02 0.010507240 0.0142931113 0.013523707
## 17 0.0120136951 3.468091e-03 0.006246917 0.0001833444 0.007110892
## 18 0.0115102064 1.608795e-02 0.031969633 0.0039291076 0.004100355
## 19 0.0233082384 2.350582e-02 0.009432336 0.0153262453 0.019862654
## 20 0.0005809751 4.957592e-02 0.009503601 0.0015536521 0.040582918
## 21 0.0234047813 1.706246e-02 0.012953165 0.0343666431 0.010976296
## PC12.60 PC13.60 PC14.60 PC15.60 PC16.60
## 1 0.0199214405 0.0272607544 0.0136792696 0.0036906284 0.002127134
## 2 0.0249752874 0.0073904401 0.0067210128 0.0006386207 0.024005827
## 3 0.0026076091 0.0073583512 0.0146256496 0.0120026413 0.011577729
## 4 0.0092146767 0.0059522552 0.0316639596 0.0001306213 0.004179001
## 5 0.0293302265 0.0035438972 0.0299153100 0.0206808745 0.016643685
## 6 0.0219811602 0.0185234630 0.0119186711 0.0259238820 0.008021661
## 7 0.0050720745 0.0051420483 0.0244578886 0.0078050072 0.011878138
## 8 0.0046918736 0.0041233037 0.0141025964 0.0100466174 0.020743826
## 9 0.0002360754 0.0128182972 0.0397456821 0.0241197802 0.020222250
## 10 0.0257919544 0.0303641121 0.0180542112 0.0080457885 0.011166111
## 11 0.0272401083 0.0183521730 0.0152088065 0.0158927740 0.018681853
## 12 0.0166711748 0.0013146984 0.0225753122 0.0144500273 0.007566383
## 13 0.0221749270 0.0136066046 0.0265153220 0.0178325436 0.011643175
## 14 0.0015009957 0.0005854564 0.0031722963 0.0060985846 0.005252680
## 15 0.0288289354 0.0103141677 0.0108328388 0.0152688829 0.012637434
## 16 0.0012080527 0.0094348367 0.0139396704 0.0080718853 0.005043319
## 17 0.0115521052 0.0390417431 0.0331476372 0.0103980243 0.030173068
## 18 0.0029588824 0.0018835188 0.0346521165 0.0262572483 0.005438831
## 19 0.0116958026 0.0341390013 0.0005865174 0.0127348428 0.009187963
## 20 0.0073781544 0.0044826857 0.0114409155 0.0122508356 0.002374252
## 21 0.0037057055 0.0193361508 0.0029508998 0.0103048342 0.014187673
## PC17.60 PC18.60 PC19.60 PC20.60 PC21.60
## 1 0.018188247 2.759587e-03 0.0003172883 0.016210052 0.0248700697
## 2 0.007888218 9.395336e-03 0.0296206063 0.022506086 0.0305448728
## 3 0.010627783 7.426459e-03 0.0084128302 0.005304519 0.0086090480
## 4 0.027865203 1.331503e-02 0.0051624629 0.013509464 0.0142961062
## 5 0.014097015 8.651406e-04 0.0035685196 0.012691021 0.0029085738
## 6 0.015138437 1.019188e-02 0.0165709135 0.021952516 0.0395126697
## 7 0.017712204 2.923849e-02 0.0198159657 0.013080943 0.0434413242
## 8 0.016599494 8.684669e-04 0.0120288599 0.009796412 0.0137070601
## 9 0.004675491 1.654039e-04 0.0017070405 0.037763175 0.0047122443
## 10 0.007581383 3.109251e-02 0.0096051825 0.016777008 0.0028087050
## 11 0.001557937 1.338399e-02 0.0121853733 0.002579359 0.0008305934
## 12 0.008631473 1.527903e-02 0.0118846673 0.004470544 0.0121759984
## 13 0.005658563 2.132736e-02 0.0102352240 0.001633480 0.0017292281
## 14 0.025748136 1.073604e-02 0.0291208804 0.006395776 0.0298789547
## 15 0.025368963 3.813893e-02 0.0203653401 0.012719123 0.0089258554
## 16 0.005679755 2.116016e-03 0.0026021848 0.002172608 0.0018081232
## 17 0.025156509 9.632558e-06 0.0103787766 0.006710492 0.0099926366
## 18 0.035032076 4.101515e-02 0.0018803761 0.019524309 0.0233258709
## 19 0.006104914 1.079038e-02 0.0004799608 0.019093037 0.0042711709
## 20 0.006049003 1.015209e-02 0.0226152703 0.016462858 0.0197272744
## 21 0.003914251 3.411347e-03 0.0181704762 0.015847075 0.0054693550
## PC22.60 PC23.60 PC24.60 PC25.60 PC26.60
## 1 0.0001755179 0.029477037 0.023872541 0.0413422780 0.0069616337
## 2 0.0142068481 0.006273583 0.006363002 0.0106783307 0.0447906120
## 3 0.0017019265 0.005442440 0.028847963 0.0166479520 0.0045539199
## 4 0.0406304943 0.007084295 0.018594354 0.0108446146 0.0054488957
## 5 0.0036096859 0.033189200 0.004511090 0.0005069328 0.0003158871
## 6 0.0198097724 0.030475818 0.009353892 0.0165904965 0.0051181020
## 7 0.0022734514 0.008232161 0.004412369 0.0027872215 0.0066630964
## 8 0.0370342785 0.033229187 0.009215137 0.0293152820 0.0022055966
## 9 0.0268411053 0.009816194 0.005973932 0.0186116710 0.0258224249
## 10 0.0062915205 0.011286880 0.015256854 0.0015038946 0.0068199875
## 11 0.0269720332 0.015983431 0.020503134 0.0015980783 0.0276564918
## 12 0.0245537184 0.012114720 0.009441786 0.0052949583 0.0020127433
## 13 0.0137213581 0.024451006 0.013623170 0.0019594510 0.0311708545
## 14 0.0125719028 0.016372453 0.022648687 0.0065363706 0.0090582997
## 15 0.0224100466 0.022086453 0.011143592 0.0170305855 0.0134412670
## 16 0.0186122641 0.015552348 0.003195464 0.0111237067 0.0014847483
## 17 0.0164255942 0.011143376 0.003961749 0.0192148835 0.0154495540
## 18 0.0249552189 0.015782183 0.014091877 0.0083716108 0.0178076605
## 19 0.0018587447 0.027908018 0.014256946 0.0141646230 0.0119053616
## 20 0.0167011457 0.009703993 0.003165901 0.0281783295 0.0154548903
## 21 0.0022308909 0.002246492 0.043122127 0.0069656442 0.0278208041
## PC27.60 PC28.60 PC29.60 PC30.60 PC31.60
## 1 0.0096606611 0.0298099019 0.0162989141 0.0144034104 0.004278443
## 2 0.0025348205 0.0051737310 0.0222391104 0.0151896259 0.025997518
## 3 0.0028247601 0.0023690702 0.0153930982 0.0313193143 0.008064735
## 4 0.0188450668 0.0076901521 0.0143016592 0.0055766737 0.008902280
## 5 0.0161064805 0.0310532446 0.0217171510 0.0024430145 0.037442747
## 6 0.0063438015 0.0086232152 0.0068231992 0.0089795277 0.005485493
## 7 0.0147105684 0.0308812199 0.0103775123 0.0001298397 0.008169168
## 8 0.0167767232 0.0037381892 0.0185988883 0.0012196358 0.027985270
## 9 0.0041360179 0.0003579466 0.0324026923 0.0019301787 0.010390315
## 10 0.0112487859 0.0154582198 0.0062046542 0.0472040901 0.001692669
## 11 0.0157013245 0.0147401607 0.0144482302 0.0052878618 0.019011726
## 12 0.0137276675 0.0255845394 0.0110504073 0.0484028724 0.017759978
## 13 0.0147192101 0.0156336862 0.0088036535 0.0126018668 0.004174359
## 14 0.0339695036 0.0117121742 0.0232502842 0.0104910231 0.028416820
## 15 0.0285836550 0.0224131810 0.0151838143 0.0394679155 0.018539128
## 16 0.0009007151 0.0116507850 0.0223900720 0.0065613503 0.002604714
## 17 0.0012353301 0.0051601802 0.0005887637 0.0137612984 0.001719340
## 18 0.0063310160 0.0143919303 0.0080001191 0.0217540643 0.023882759
## 19 0.0006898910 0.0012725009 0.0026020799 0.0051363451 0.016745255
## 20 0.0042336370 0.0166195309 0.0044553004 0.0012666083 0.031534574
## 21 0.0238494254 0.0040261805 0.0014815269 0.0099796751 0.015263706
## PC32.60 PC33.60 PC34.60 PC35.60 PC36.60
## 1 0.0118935751 0.0089021714 0.0076210452 0.006059209 0.0022773733
## 2 0.0002837276 0.0198939309 0.0264555110 0.032195026 0.0066077647
## 3 0.0274023880 0.0063193302 0.0450600447 0.012806501 0.0136857294
## 4 0.0384869011 0.0295180523 0.0115448747 0.008139444 0.0087707946
## 5 0.0005015064 0.0002309027 0.0030895186 0.037392264 0.0153658244
## 6 0.0129087503 0.0037075278 0.0332421854 0.001567064 0.0282139147
## 7 0.0184546139 0.0295608177 0.0123647695 0.018798020 0.0028557961
## 8 0.0420744340 0.0028707683 0.0104003786 0.013347305 0.0173872873
## 9 0.0189195769 0.0089904297 0.0087402349 0.010714334 0.0025025539
## 10 0.0084589638 0.0170221307 0.0009184801 0.037991130 0.0038771189
## 11 0.0196204973 0.0170805627 0.0258637546 0.014100095 0.0142767216
## 12 0.0145140855 0.0042574736 0.0230322985 0.004228707 0.0139193464
## 13 0.0029851974 0.0191147506 0.0120255242 0.001355074 0.0097894326
## 14 0.0034747865 0.0018882861 0.0099352587 0.003505102 0.0088197930
## 15 0.0267766508 0.0002151087 0.0362280029 0.007856700 0.0121603470
## 16 0.0088117414 0.0186021851 0.0070467067 0.001594878 0.0063726829
## 17 0.0151304423 0.0205969389 0.0337535404 0.006598693 0.0231761074
## 18 0.0172114354 0.0035637641 0.0117691234 0.008310335 0.0208775866
## 19 0.0203302489 0.0157160560 0.0116936591 0.044861974 0.0009660533
## 20 0.0149182965 0.0186299837 0.0186326257 0.010350318 0.0350654458
## 21 0.0162663946 0.0256329947 0.0074182728 0.014077230 0.0067088770
## PC37.60 PC38.60 PC39.60 PC40.60 PC41.60
## 1 0.011404220 0.021948453 2.220943e-02 1.453120e-02 1.659385e-02
## 2 0.000581169 0.002713510 2.376273e-02 6.807845e-03 2.964824e-02
## 3 0.026586491 0.017914765 2.335241e-02 1.025992e-02 9.712448e-03
## 4 0.036231280 0.007465190 2.348729e-03 1.088616e-02 1.407954e-02
## 5 0.001088287 0.002571623 1.742490e-03 8.616916e-04 2.542620e-02
## 6 0.025684928 0.015024316 1.154034e-02 1.881309e-02 8.162331e-05
## 7 0.028679038 0.019406810 4.717609e-03 8.846041e-05 3.456438e-02
## 8 0.001571913 0.014884835 2.821064e-02 2.548831e-02 8.059540e-03
## 9 0.004266231 0.023206111 6.482205e-04 1.167860e-02 2.736056e-02
## 10 0.037920854 0.010920916 1.688190e-02 7.955152e-03 9.891196e-03
## 11 0.007266692 0.014308223 3.088293e-03 5.811366e-04 1.472616e-02
## 12 0.006060915 0.021004263 6.512379e-06 5.594068e-03 1.247736e-02
## 13 0.022382828 0.003711882 1.394282e-02 4.257383e-02 3.224138e-03
## 14 0.006811063 0.024973398 1.101036e-02 7.382782e-03 7.596383e-03
## 15 0.007200006 0.005457971 1.510443e-02 1.828316e-03 1.080415e-02
## 16 0.008958627 0.012716084 9.596871e-03 8.528354e-03 2.276942e-03
## 17 0.048080238 0.019885236 4.167164e-03 1.610367e-02 2.694603e-02
## 18 0.026435523 0.042190943 2.694085e-02 3.354874e-02 1.469046e-02
## 19 0.002204138 0.010954433 4.891132e-03 3.438280e-02 1.542802e-02
## 20 0.030096368 0.019489996 7.544927e-03 7.898263e-05 8.608210e-03
## 21 0.001442340 0.012314012 2.374401e-02 2.189815e-02 5.180017e-05
## PC42.60 PC43.60 PC44.60 PC45.60 PC46.60
## 1 0.0053267933 0.009967116 0.0201928208 0.0019298222 0.004117853
## 2 0.0100330149 0.015526534 0.0119409846 0.0064579627 0.017285922
## 3 0.0287103854 0.006222037 0.0062976900 0.0010099456 0.001334873
## 4 0.0247957245 0.012356058 0.0327768402 0.0092937986 0.020395223
## 5 0.0170409778 0.014841274 0.0101314409 0.0088937564 0.020714443
## 6 0.0034265889 0.009059190 0.0039600349 0.0102827115 0.022720178
## 7 0.0183645191 0.007491548 0.0551015080 0.0141232096 0.043293162
## 8 0.0203633106 0.006375211 0.0012015240 0.0122161815 0.015229575
## 9 0.0068112101 0.000795879 0.0004903914 0.0004736047 0.001786810
## 10 0.0200660088 0.013458194 0.0186957270 0.0066302577 0.010518328
## 11 0.0044521728 0.022892589 0.0261319584 0.0231497086 0.021352170
## 12 0.0090942510 0.003859800 0.0224522737 0.0303986742 0.014451516
## 13 0.0323899044 0.007774936 0.0136248466 0.0068999177 0.015437185
## 14 0.0159441600 0.017425841 0.0080431641 0.0061876670 0.023450185
## 15 0.0010240083 0.009068592 0.0122228240 0.0182166674 0.026113945
## 16 0.0141781252 0.010494063 0.0267086807 0.0231827607 0.020612084
## 17 0.0376393791 0.023721813 0.0166849922 0.0198323468 0.010580637
## 18 0.0056022036 0.013212907 0.0172855631 0.0139710414 0.023144132
## 19 0.0007578696 0.031790385 0.0127900286 0.0189121535 0.024326783
## 20 0.0048972628 0.031992737 0.0004702910 0.0164892062 0.011233530
## 21 0.0063401439 0.007193893 0.0319733797 0.0012803085 0.003594276
## PC47.60 PC48.60 PC49.60 PC50.60 PC51.60
## 1 0.0073657471 0.010116014 0.019086387 0.0070881515 2.707232e-03
## 2 0.0134724086 0.017259537 0.001264596 0.0223537131 7.432091e-03
## 3 0.0175861587 0.017434662 0.037671790 0.0145545413 1.279039e-02
## 4 0.0306444140 0.006567045 0.012669433 0.0067770310 1.892939e-02
## 5 0.0055290824 0.032380201 0.016529460 0.0277537598 3.225533e-03
## 6 0.0149340891 0.002508383 0.027603506 0.0123742531 4.994319e-03
## 7 0.0069080557 0.011986242 0.007858785 0.0077718093 7.122451e-04
## 8 0.0040677660 0.021415245 0.008644322 0.0009013305 2.131084e-02
## 9 0.0212188283 0.016964390 0.019034109 0.0278684969 2.850958e-02
## 10 0.0102753241 0.008846563 0.020997691 0.0158671679 7.824096e-03
## 11 0.0004494576 0.012716111 0.019931017 0.0288598698 1.170859e-02
## 12 0.0233502572 0.004104485 0.001196755 0.0170451125 4.650066e-02
## 13 0.0185415819 0.009676484 0.012731327 0.0205016989 2.891234e-02
## 14 0.0248339951 0.012341676 0.018043596 0.0173358303 1.183495e-02
## 15 0.0105872301 0.005668942 0.044523392 0.0329795439 5.909433e-03
## 16 0.0111647979 0.017578735 0.031930753 0.0010169702 4.127861e-04
## 17 0.0096893428 0.012353149 0.013607762 0.0082460644 5.577876e-03
## 18 0.0157752637 0.002516294 0.001772171 0.0005050121 2.387697e-03
## 19 0.0057004950 0.002119443 0.007807132 0.0257200185 1.180968e-02
## 20 0.0156594331 0.007727190 0.017799228 0.0147265770 8.028780e-03
## 21 0.0157530837 0.008018621 0.001047132 0.0054458274 5.053185e-05
## PC52.60 PC53.60 PC54.60 PC55.60 PC56.60
## 1 0.003781265 0.001241339 0.0117976569 0.0125689956 0.0145767767
## 2 0.015030708 0.007303563 0.0042939071 0.0346327047 0.0038938297
## 3 0.006595781 0.003618429 0.0276847937 0.0073353538 0.0172721071
## 4 0.012817131 0.011242524 0.0129525274 0.0087715572 0.0009341546
## 5 0.009809450 0.006968632 0.0010971014 0.0170561667 0.0204379417
## 6 0.021026577 0.021806343 0.0229360323 0.0016926755 0.0483129522
## 7 0.021253623 0.016209640 0.0001327207 0.0018413514 0.0193079703
## 8 0.026298120 0.035015634 0.0164705989 0.0238570168 0.0080749649
## 9 0.018949358 0.023989658 0.0229405306 0.0199564132 0.0014114125
## 10 0.022273503 0.012351382 0.0002232964 0.0169745055 0.0305796396
## 11 0.023421432 0.021575074 0.0161880548 0.0085273782 0.0168627412
## 12 0.001842569 0.033400561 0.0222085762 0.0150609786 0.0266252000
## 13 0.021633326 0.040331146 0.0005479920 0.0506128239 0.0125973203
## 14 0.015759341 0.021273601 0.0232615693 0.0206463817 0.0001945403
## 15 0.011698836 0.001464765 0.0149514301 0.0268340642 0.0015088859
## 16 0.016650568 0.008981783 0.0147658552 0.0081063803 0.0156387889
## 17 0.022300422 0.009894996 0.0021540562 0.0228900802 0.0066379636
## 18 0.000584539 0.029418155 0.0102268671 0.0117759579 0.0337877077
## 19 0.048425270 0.034732321 0.0147438510 0.0001741339 0.0074701610
## 20 0.020504678 0.009120534 0.0252850929 0.0214486162 0.0049754763
## 21 0.010399101 0.005039820 0.0156212113 0.0375884773 0.0067186803
## PC57.60 PC58.60 PC59.60 PC60.60 PC61.60
## 1 0.0233353058 0.0436314943 0.004744729 0.0121932220 0.03939012
## 2 0.0060888693 0.0330127589 0.014603257 0.0035787723 0.03786270
## 3 0.0114711009 0.0333398061 0.020692130 0.0047223287 0.03364658
## 4 0.0110941329 0.0410441146 0.022543249 0.0174576818 0.03333994
## 5 0.0222050920 0.0057568211 0.017349748 0.0146415426 0.03034941
## 6 0.0101841356 0.0078136921 0.002190757 0.0009684508 0.02985690
## 7 0.0249291572 0.0001651332 0.024050442 0.0024020792 0.02906251
## 8 0.0183184898 0.0116716019 0.004911265 0.0136558565 0.02881537
## 9 0.0345738076 0.0005703724 0.001808387 0.0071341350 0.02875387
## 10 0.0504030134 0.0228740493 0.017008859 0.0200689902 0.02827269
## 11 0.0152541505 0.0143262533 0.021239601 0.0250836070 0.02769433
## 12 0.0216577643 0.0094062669 0.006408813 0.0035529432 0.02654642
## 13 0.0006417965 0.0052174617 0.012555791 0.0015494608 0.02505345
## 14 0.0299042747 0.0131431079 0.041430979 0.0272649443 0.02338762
## 15 0.0277757771 0.0078703641 0.001446175 0.0207702826 0.02309416
## 16 0.0035511946 0.0157120649 0.062190838 0.0247831934 0.02254998
## 17 0.0150600203 0.0125730627 0.007086312 0.0161317622 0.02183612
## 18 0.0002138958 0.0055600502 0.018075108 0.0082155131 0.02119626
## 19 0.0183492738 0.0214583591 0.006205953 0.0043946798 0.01933972
## 20 0.0176453904 0.0127410397 0.001824518 0.0124205041 0.01898893
## 21 0.0241736063 0.0030323568 0.053081504 0.0033919948 0.01810954
## PC62.60 PC63.60 PC64.60 PC65.60 PC66.60
## 1 1.758764e-02 0.019908384 0.0197979805 1.175285e-02 0.017684054
## 2 5.669022e-04 0.010293710 0.0257337042 8.161305e-03 0.009185125
## 3 2.716196e-02 0.036119256 0.0077472770 3.626377e-02 0.007197739
## 4 3.017350e-02 0.014945924 0.0053521695 2.299848e-02 0.005718274
## 5 2.165496e-04 0.001920552 0.0357412557 2.299145e-03 0.000491490
## 6 5.964385e-03 0.013778415 0.0349634475 1.900396e-02 0.003949686
## 7 2.209401e-03 0.007052124 0.0007189327 2.026093e-02 0.002539966
## 8 3.732392e-02 0.004176477 0.0079865294 1.296456e-02 0.023997626
## 9 2.258192e-03 0.006231804 0.0229996852 4.484612e-03 0.049476845
## 10 4.814962e-03 0.012401349 0.0093039685 9.480562e-05 0.012938499
## 11 3.650433e-02 0.011262627 0.0106814335 1.522239e-02 0.005009302
## 12 2.305947e-02 0.020584123 0.0079861148 2.013989e-02 0.022269664
## 13 2.424925e-02 0.012734718 0.0003502170 1.565995e-02 0.017530809
## 14 1.506825e-02 0.007320984 0.0112315049 2.028085e-02 0.023902768
## 15 6.165117e-03 0.016431445 0.0019784486 7.478598e-03 0.013902288
## 16 3.078172e-03 0.004417592 0.0541746947 1.089091e-02 0.029056473
## 17 1.918823e-02 0.003004076 0.0119618608 2.221133e-02 0.029049346
## 18 6.059957e-06 0.005537606 0.0197953117 1.557555e-02 0.012839794
## 19 2.471996e-02 0.003478084 0.0309944333 9.459517e-03 0.008111490
## 20 2.009889e-02 0.019861377 0.0070435772 2.828505e-02 0.041175149
## 21 3.451716e-04 0.026490567 0.0401983871 2.667462e-02 0.019508073
## PC67.60 PC68.60 programN.61
## 1 0.058267886 0.0142583315 Private.School.Leadership
## 2 0.007234322 0.0099774894 Education.Leadership
## 3 0.029118713 0.0001917411 Cooperation.and.Conflict.Resolution
## 4 0.014423474 0.0194302042 Politics
## 5 0.038128544 0.0013843133 Neuroscience
## 6 0.004902395 0.0015280487 Social.Organizational.Psychology
## 7 0.004856063 0.0037756628 Economics.and.Education
## 8 0.004366769 0.0302318253 Reading
## 9 0.014794432 0.0059881318 Change.Leadership
## 10 0.012200936 0.0082811154 Bilingual.Bicultural.Education
## 11 0.038402128 0.0192793011 Health.Education
## 12 0.030188273 0.0013267173 Learning.Analytics
## 13 0.018585460 0.0159891192 Design.and.Development.of.Digital.Games
## 14 0.020705462 0.0299029717 Gifted.Education
## 15 0.002545210 0.0168560548 Movement.Science
## 16 0.042785058 0.0218348280 History
## 17 0.013784174 0.0285520058 Sexuality..Women.and.Gender.in.Psychology
## 18 0.021742169 0.0007237298 Education.Policy
## 19 0.018881662 0.0070064984 Anthropology
## 20 0.011310675 0.0273981855 Spirituality.Mind.Body
## 21 0.003354950 0.0006156937 International.and.Comparative.Education
## PC1.61 PC2.61 PC3.61 PC4.61 PC5.61
## 1 0.029591067 0.009104437 0.0041877010 0.003549790 0.030995370
## 2 0.023981758 0.004788017 0.0006161223 0.014156687 0.025750436
## 3 0.030509542 0.008861744 0.0055603952 0.005966753 0.003008791
## 4 0.031089218 0.016924948 0.0029590339 0.023970624 0.007268134
## 5 0.008281349 0.034657422 0.0274107594 0.004652216 0.006940352
## 6 0.031841017 0.008441504 0.0116379852 0.001791635 0.009742845
## 7 0.033591829 0.008906657 0.0028566709 0.019199586 0.018205005
## 8 0.020440668 0.001183486 0.0079798028 0.015076671 0.028443466
## 9 0.039864893 0.001507808 0.0131650993 0.021208835 0.009947538
## 10 0.027606914 0.013406975 0.0068110215 0.028329843 0.005426524
## 11 0.008928727 0.034147806 0.0143069974 0.018851937 0.005280302
## 12 0.005645955 0.002782266 0.0488769671 0.006597359 0.001854961
## 13 0.006355681 0.014408881 0.0449906991 0.031338602 0.012099339
## 14 0.009288762 0.004412504 0.0187600132 0.017369485 0.023692494
## 15 0.013342467 0.022352574 0.0138144761 0.008370882 0.002063737
## 16 0.026663545 0.002442781 0.0015556889 0.002129030 0.053094195
## 17 0.021661557 0.026960344 0.0039637231 0.012604293 0.023231967
## 18 0.032326716 0.008793870 0.0080993748 0.011461032 0.001533022
## 19 0.007248618 0.011392533 0.0050472881 0.024933330 0.014114775
## 20 0.018962849 0.025446601 0.0047636957 0.001337290 0.027049326
## 21 0.021131016 0.021317674 0.0015737879 0.002640540 0.015324399
## PC6.61 PC7.61 PC8.61 PC9.61 PC10.61
## 1 0.0267911433 0.0103694505 8.365476e-03 0.004407586 0.001812960
## 2 0.0036752154 0.0141107272 1.261220e-02 0.002085505 0.038295848
## 3 0.0044337281 0.0145779120 8.662859e-03 0.029455859 0.019842011
## 4 0.0004427211 0.0068301255 2.075811e-02 0.009224028 0.022459779
## 5 0.0170801532 0.0031980504 6.005044e-03 0.024451768 0.008449557
## 6 0.0136477547 0.0032897977 2.431863e-02 0.021943755 0.013233637
## 7 0.0019850768 0.0078716548 9.713329e-03 0.017746346 0.015958840
## 8 0.0131204338 0.0029247239 2.327535e-02 0.004192322 0.013178618
## 9 0.0187839045 0.0044568386 4.742287e-05 0.003735709 0.017923522
## 10 0.0187132195 0.0284029244 4.377948e-03 0.021853686 0.022701633
## 11 0.0292497995 0.0060629522 3.695185e-04 0.024513906 0.019777162
## 12 0.0256304790 0.0233082384 2.350582e-02 0.009432336 0.015326245
## 13 0.0200423506 0.0034495169 4.624458e-03 0.003947530 0.017531683
## 14 0.0027821733 0.0456860180 3.208832e-02 0.016162825 0.004063416
## 15 0.0278264018 0.0039635750 1.000377e-02 0.010125142 0.029095870
## 16 0.0056032077 0.0024226234 1.587315e-02 0.001431406 0.002892222
## 17 0.0241148815 0.0164765555 1.333939e-02 0.020629130 0.013306482
## 18 0.0012701672 0.0369923208 9.551069e-04 0.024343303 0.013223084
## 19 0.0207416050 0.0259544172 1.228983e-02 0.025212914 0.011360764
## 20 0.0153863042 0.0198756430 1.885410e-03 0.031791399 0.008662650
## 21 0.0156102970 0.0005809751 4.957592e-02 0.009503601 0.001553652
## PC11.61 PC12.61 PC13.61 PC14.61 PC15.61
## 1 0.0009176543 0.009298711 0.006793081 0.0341636252 0.0095813212
## 2 0.0180075020 0.019437492 0.013470818 0.0520323442 0.0166055939
## 3 0.0102516983 0.024695811 0.018101945 0.0094167531 0.0171002435
## 4 0.0076984392 0.004691874 0.004123304 0.0141025964 0.0100466174
## 5 0.0012817421 0.009221666 0.002698280 0.0009149750 0.0385331983
## 6 0.0333162842 0.027240108 0.018352173 0.0152088065 0.0158927740
## 7 0.0104475007 0.009214677 0.005952255 0.0316639596 0.0001306213
## 8 0.0151928942 0.032431938 0.029280297 0.0019190352 0.0107043676
## 9 0.0139374341 0.002607609 0.007358351 0.0146256496 0.0120026413
## 10 0.0266235598 0.005235833 0.010073129 0.0011944513 0.0094952899
## 11 0.0122948945 0.025755394 0.030620175 0.0212227537 0.0072622281
## 12 0.0198626538 0.011695803 0.034139001 0.0005865174 0.0127348428
## 13 0.0086196215 0.022174927 0.013606605 0.0265153220 0.0178325436
## 14 0.0056499626 0.033897016 0.020805459 0.0158050107 0.0093776443
## 15 0.0117644984 0.017848456 0.028185396 0.0068073758 0.0049308252
## 16 0.0052773453 0.016671175 0.001314698 0.0225753122 0.0144500273
## 17 0.0280992606 0.013508356 0.009599042 0.0028277341 0.0241542699
## 18 0.0040301126 0.002593966 0.008789948 0.0008786270 0.0225678144
## 19 0.0001411341 0.011995749 0.021147608 0.0032106535 0.0351065308
## 20 0.0006241734 0.003869211 0.003761999 0.0334570432 0.0048381914
## 21 0.0405829182 0.007378154 0.004482686 0.0114409155 0.0122508356
## PC16.61 PC17.61 PC18.61 PC19.61 PC20.61
## 1 0.005696281 0.0052771841 0.0307545765 0.0057559688 0.013616821
## 2 0.005221424 0.0363839623 0.0093520641 0.0075668795 0.011437563
## 3 0.002798045 0.0004136718 0.0032913441 0.0360811867 0.022488120
## 4 0.020743826 0.0165994936 0.0008684669 0.0120288599 0.009796412
## 5 0.030638579 0.0046173443 0.0222377474 0.0113927692 0.001406500
## 6 0.018681853 0.0015579368 0.0133839943 0.0121853733 0.002579359
## 7 0.004179001 0.0278652033 0.0133150303 0.0051624629 0.013509464
## 8 0.006045508 0.0360861494 0.0194168319 0.0395664288 0.034915387
## 9 0.011577729 0.0106277830 0.0074264591 0.0084128302 0.005304519
## 10 0.015421788 0.0042930855 0.0015598852 0.0013412938 0.015515080
## 11 0.005321750 0.0211236012 0.0125916567 0.0112701422 0.009007826
## 12 0.009187963 0.0061049139 0.0107903838 0.0004799608 0.019093037
## 13 0.011643175 0.0056585626 0.0213273553 0.0102352240 0.001633480
## 14 0.004570248 0.0252271450 0.0140183587 0.0131883277 0.001946306
## 15 0.051505417 0.0124359168 0.0223233990 0.0095651534 0.023047859
## 16 0.007566383 0.0086314728 0.0152790336 0.0118846673 0.004470544
## 17 0.003440244 0.0041580796 0.0130532772 0.0139754359 0.017997007
## 18 0.012958470 0.0102873586 0.0140662409 0.0308284293 0.031274059
## 19 0.046731327 0.0119738679 0.0201153284 0.0025059395 0.007557299
## 20 0.010811923 0.0056265415 0.0253745261 0.0283564592 0.001906876
## 21 0.002374252 0.0060490029 0.0101520869 0.0226152703 0.016462858
## PC21.61 PC22.61 PC23.61 PC24.61 PC25.61
## 1 0.0024203886 0.033602308 0.001343530 0.037590965 0.0009519840
## 2 0.0120367742 0.006492552 0.025090979 0.007614174 0.0108427881
## 3 0.0189197227 0.011820382 0.004909622 0.019103389 0.0214518746
## 4 0.0137070601 0.037034278 0.033229187 0.009215137 0.0293152820
## 5 0.0200360698 0.016905511 0.017155873 0.018987978 0.0364937550
## 6 0.0008305934 0.026972033 0.015983431 0.020503134 0.0015980783
## 7 0.0142961062 0.040630494 0.007084295 0.018594354 0.0108446146
## 8 0.0136972845 0.001255224 0.001497869 0.016053221 0.0173883937
## 9 0.0086090480 0.001701926 0.005442440 0.028847963 0.0166479520
## 10 0.0197209359 0.018648958 0.033244470 0.004169608 0.0044132283
## 11 0.0210301845 0.009541089 0.008640952 0.008264837 0.0025007969
## 12 0.0042711709 0.001858745 0.027908018 0.014256946 0.0141646230
## 13 0.0017292281 0.013721358 0.024451006 0.013623170 0.0019594510
## 14 0.0109215036 0.004619819 0.007484015 0.005130577 0.0377828691
## 15 0.0224158755 0.026599861 0.002215983 0.024629186 0.0395338986
## 16 0.0121759984 0.024553718 0.012114720 0.009441786 0.0052949583
## 17 0.0094939382 0.004287865 0.018692916 0.017020172 0.0246005033
## 18 0.0052381018 0.017340677 0.009886956 0.008255632 0.0089415613
## 19 0.0333240794 0.012465643 0.018887203 0.015132753 0.0009102206
## 20 0.0137954478 0.002079064 0.017514237 0.014239775 0.0143823355
## 21 0.0197272744 0.016701146 0.009703993 0.003165901 0.0281783295
## PC26.61 PC27.61 PC28.61 PC29.61 PC30.61
## 1 0.017374584 0.022091746 0.0009106448 0.0063290486 0.026291000
## 2 0.007009874 0.027882938 0.0084579786 0.0042752736 0.014400389
## 3 0.014102336 0.042569943 0.0387244870 0.0198672945 0.025893148
## 4 0.002205597 0.016776723 0.0037381892 0.0185988883 0.001219636
## 5 0.007240608 0.011685925 0.0015291338 0.0183579973 0.022055438
## 6 0.027656492 0.015701324 0.0147401607 0.0144482302 0.005287862
## 7 0.005448896 0.018845067 0.0076901521 0.0143016592 0.005576674
## 8 0.019136366 0.026784552 0.0138769636 0.0004192801 0.018859996
## 9 0.004553920 0.002824760 0.0023690702 0.0153930982 0.031319314
## 10 0.033307539 0.009299084 0.0177794941 0.0125933448 0.014068196
## 11 0.018053526 0.011820683 0.0116804969 0.0186431509 0.007750826
## 12 0.011905362 0.000689891 0.0012725009 0.0026020799 0.005136345
## 13 0.031170855 0.014719210 0.0156336862 0.0088036535 0.012601867
## 14 0.023658391 0.023583957 0.0128267284 0.0068408549 0.003596600
## 15 0.007545436 0.006170652 0.0006502502 0.0079459212 0.004798055
## 16 0.002012743 0.013727667 0.0255845394 0.0110504073 0.048402872
## 17 0.011766409 0.007402011 0.0202215632 0.0216256132 0.004257236
## 18 0.002081881 0.012823729 0.0043735977 0.0029581335 0.018099459
## 19 0.026996103 0.033258648 0.0133339625 0.0308188180 0.004482350
## 20 0.016157291 0.045126385 0.0047443445 0.0131365729 0.008298456
## 21 0.015454890 0.004233637 0.0166195309 0.0044553004 0.001266608
## PC31.61 PC32.61 PC33.61 PC34.61 PC35.61
## 1 0.003132633 0.024761860 0.003900067 0.0270412766 0.0123699380
## 2 0.003058439 0.010422399 0.011672242 0.0265106743 0.0001300507
## 3 0.016602222 0.019721148 0.010234716 0.0255129422 0.0156989112
## 4 0.027985270 0.042074434 0.002870768 0.0104003786 0.0133473051
## 5 0.010430419 0.019810330 0.023984411 0.0014951231 0.0060221878
## 6 0.019011726 0.019620497 0.017080563 0.0258637546 0.0141000947
## 7 0.008902280 0.038486901 0.029518052 0.0115448747 0.0081394438
## 8 0.018102852 0.003187959 0.013460090 0.0232013411 0.0201872659
## 9 0.008064735 0.027402388 0.006319330 0.0450600447 0.0128065007
## 10 0.017370669 0.003597857 0.014466408 0.0040790932 0.0111861458
## 11 0.009362498 0.006483284 0.041784327 0.0286055986 0.0093387294
## 12 0.016745255 0.020330249 0.015716056 0.0116936591 0.0448619736
## 13 0.004174359 0.002985197 0.019114751 0.0120255242 0.0013550745
## 14 0.008247822 0.003241262 0.008469511 0.0127960320 0.0227466346
## 15 0.018721575 0.001722040 0.016836679 0.0131869014 0.0147790986
## 16 0.017759978 0.014514086 0.004257474 0.0230322985 0.0042287075
## 17 0.024724147 0.010793176 0.022198613 0.0463595486 0.0191663483
## 18 0.014539385 0.024899750 0.009103053 0.0030270978 0.0149223121
## 19 0.037656445 0.021481141 0.017967966 0.0086510429 0.0149408905
## 20 0.012642267 0.023680593 0.051883793 0.0002319862 0.0299425065
## 21 0.031534574 0.014918296 0.018629984 0.0186326257 0.0103503177
## PC36.61 PC37.61 PC38.61 PC39.61 PC40.61
## 1 0.0165961763 0.009117328 0.007285253 1.032338e-02 2.130563e-02
## 2 0.0090120708 0.008536677 0.006155270 2.261321e-02 3.252681e-03
## 3 0.0060653835 0.015816652 0.009181122 9.519722e-03 5.606699e-03
## 4 0.0173872873 0.001571913 0.014884835 2.821064e-02 2.548831e-02
## 5 0.0215628649 0.014256674 0.006427212 1.745404e-02 2.107405e-02
## 6 0.0142767216 0.007266692 0.014308223 3.088293e-03 5.811366e-04
## 7 0.0087707946 0.036231280 0.007465190 2.348729e-03 1.088616e-02
## 8 0.0105016730 0.003822905 0.006886882 1.398079e-02 3.124790e-02
## 9 0.0136857294 0.026586491 0.017914765 2.335241e-02 1.025992e-02
## 10 0.0105766200 0.019161969 0.006130624 1.113405e-02 1.016935e-02
## 11 0.0342467151 0.010044104 0.002584070 1.098832e-02 9.693223e-03
## 12 0.0009660533 0.002204138 0.010954433 4.891132e-03 3.438280e-02
## 13 0.0097894326 0.022382828 0.003711882 1.394282e-02 4.257383e-02
## 14 0.0339598834 0.019103611 0.021678306 3.177639e-02 2.223649e-02
## 15 0.0280928484 0.005949953 0.010549189 2.124026e-02 3.696235e-02
## 16 0.0139193464 0.006060915 0.021004263 6.512379e-06 5.594068e-03
## 17 0.0043878701 0.007129389 0.007958182 2.601923e-03 1.744477e-03
## 18 0.0234782867 0.007409106 0.011824113 5.718338e-02 9.860125e-03
## 19 0.0251928075 0.004994889 0.009268270 7.957447e-03 1.432417e-02
## 20 0.0122148906 0.001417303 0.017385192 1.130400e-02 1.164110e-02
## 21 0.0350654458 0.030096368 0.019489996 7.544927e-03 7.898263e-05
## PC41.61 PC42.61 PC43.61 PC44.61 PC45.61
## 1 0.0017238288 4.030641e-02 0.036568891 0.0098255164 5.306105e-03
## 2 0.0115702676 3.483194e-02 0.017869632 0.0150544850 3.194426e-02
## 3 0.0002322842 4.477409e-03 0.025925866 0.0107523781 4.458127e-03
## 4 0.0080595398 2.036331e-02 0.006375211 0.0012015240 1.221618e-02
## 5 0.0067197490 9.407813e-05 0.025441821 0.0034489521 2.373057e-03
## 6 0.0147261633 4.452173e-03 0.022892589 0.0261319584 2.314971e-02
## 7 0.0140795410 2.479572e-02 0.012356058 0.0327768402 9.293799e-03
## 8 0.0192450057 6.949625e-03 0.037512499 0.0054688382 2.573854e-03
## 9 0.0097124481 2.871039e-02 0.006222037 0.0062976900 1.009946e-03
## 10 0.0313491817 1.946398e-02 0.041690854 0.0249021196 1.478015e-02
## 11 0.0016642194 5.344702e-03 0.005115243 0.0047047089 2.479715e-02
## 12 0.0154280191 7.578696e-04 0.031790385 0.0127900286 1.891215e-02
## 13 0.0032241383 3.238990e-02 0.007774936 0.0136248466 6.899918e-03
## 14 0.0277909454 2.065633e-02 0.020324925 0.0002421774 1.053578e-02
## 15 0.0023134427 1.270485e-02 0.029189045 0.0173184981 1.161915e-06
## 16 0.0124773560 9.094251e-03 0.003859800 0.0224522737 3.039867e-02
## 17 0.0076518257 3.030729e-02 0.025638410 0.0062154054 8.202022e-03
## 18 0.0141988111 1.112936e-02 0.020189483 0.0050311870 2.983166e-02
## 19 0.0149658718 4.976429e-03 0.002635585 0.0100842442 1.846531e-03
## 20 0.0060576186 1.306039e-02 0.012726169 0.0013319924 1.879350e-02
## 21 0.0086082102 4.897263e-03 0.031992737 0.0004702910 1.648921e-02
## PC46.61 PC47.61 PC48.61 PC49.61 PC50.61
## 1 0.019153358 0.0144368687 0.022756666 0.015081237 0.0012942469
## 2 0.006517117 0.0140224444 0.006928971 0.011638277 0.0173617651
## 3 0.030363916 0.0135859381 0.019623754 0.009611119 0.0163555965
## 4 0.015229575 0.0040677660 0.021415245 0.008644322 0.0009013305
## 5 0.001165617 0.0230255906 0.010829788 0.002611124 0.0102166669
## 6 0.021352170 0.0004494576 0.012716111 0.019931017 0.0288598698
## 7 0.020395223 0.0306444140 0.006567045 0.012669433 0.0067770310
## 8 0.004765132 0.0004688775 0.006352392 0.005535342 0.0028123314
## 9 0.001334873 0.0175861587 0.017434662 0.037671790 0.0145545413
## 10 0.015754227 0.0278997555 0.018652235 0.005286181 0.0258272228
## 11 0.025504651 0.0259938695 0.002408479 0.005842586 0.0050285835
## 12 0.024326783 0.0057004950 0.002119443 0.007807132 0.0257200185
## 13 0.015437185 0.0185415819 0.009676484 0.012731327 0.0205016989
## 14 0.025985308 0.0110295939 0.021590478 0.021740957 0.0212509860
## 15 0.021883359 0.0081047417 0.008913114 0.010557901 0.0055357245
## 16 0.014451516 0.0233502572 0.004104485 0.001196755 0.0170451125
## 17 0.020747391 0.0011228177 0.003687112 0.001709257 0.0062403701
## 18 0.016048174 0.0637251614 0.001774937 0.034874201 0.0254895324
## 19 0.022026616 0.0019474398 0.011003969 0.004115277 0.0008671222
## 20 0.006022074 0.0089533785 0.007408922 0.010716036 0.0064697928
## 21 0.011233530 0.0156594331 0.007727190 0.017799228 0.0147265770
## PC51.61 PC52.61 PC53.61 PC54.61 PC55.61
## 1 0.014306358 0.004316882 0.017818638 0.001879722 0.0209410722
## 2 0.005893053 0.009767312 0.024314447 0.017144555 0.0324275632
## 3 0.003928029 0.005412476 0.012177019 0.018651893 0.0167067128
## 4 0.021310837 0.026298120 0.035015634 0.016470599 0.0238570168
## 5 0.031349930 0.026137646 0.032660569 0.014328304 0.0017381732
## 6 0.011708585 0.023421432 0.021575074 0.016188055 0.0085273782
## 7 0.018929390 0.012817131 0.011242524 0.012952527 0.0087715572
## 8 0.009197704 0.032923408 0.011659071 0.023226149 0.0259331015
## 9 0.012790389 0.006595781 0.003618429 0.027684794 0.0073353538
## 10 0.034899904 0.015408438 0.024081638 0.004965955 0.0207779032
## 11 0.014110481 0.007149243 0.035601082 0.035628338 0.0108775144
## 12 0.011809677 0.048425270 0.034732321 0.014743851 0.0001741339
## 13 0.028912341 0.021633326 0.040331146 0.000547992 0.0506128239
## 14 0.011547734 0.018993334 0.006851042 0.009035373 0.0107914432
## 15 0.019921359 0.009049887 0.012093233 0.011723738 0.0019360316
## 16 0.046500656 0.001842569 0.033400561 0.022208576 0.0150609786
## 17 0.029075916 0.002930999 0.037960831 0.032057193 0.0027015202
## 18 0.008010124 0.004199199 0.007801080 0.001199453 0.0037855934
## 19 0.009506547 0.001165739 0.021065175 0.023212597 0.0260020882
## 20 0.004593128 0.009343880 0.035390773 0.021214938 0.0204762500
## 21 0.008028780 0.020504678 0.009120534 0.025285093 0.0214486162
## PC56.61 PC57.61 PC58.61 PC59.61 PC60.61
## 1 0.0125424399 0.0097112722 0.0167199056 0.009112724 0.0060728563
## 2 0.0196462852 0.0158506812 0.0009472866 0.014292480 0.0142052170
## 3 0.0302823006 0.0006870612 0.0012665386 0.026581058 0.0006534196
## 4 0.0080749649 0.0183184898 0.0116716019 0.004911265 0.0136558565
## 5 0.0148300282 0.0140147292 0.0322233127 0.010604886 0.0050090322
## 6 0.0168627412 0.0152541505 0.0143262533 0.021239601 0.0250836070
## 7 0.0009341546 0.0110941329 0.0410441146 0.022543249 0.0174576818
## 8 0.0181915709 0.0199952455 0.0091488981 0.010880241 0.0258148884
## 9 0.0172721071 0.0114711009 0.0333398061 0.020692130 0.0047223287
## 10 0.0174283978 0.0092653191 0.0150806355 0.004575406 0.0055820639
## 11 0.0106730363 0.0015997096 0.0075136757 0.015502514 0.0527958195
## 12 0.0074701610 0.0183492738 0.0214583591 0.006205953 0.0043946798
## 13 0.0125973203 0.0006417965 0.0052174617 0.012555791 0.0015494608
## 14 0.0206791847 0.0010814374 0.0044385602 0.005352310 0.0112577741
## 15 0.0031441580 0.0104315489 0.0053606678 0.010723365 0.0112861807
## 16 0.0266252000 0.0216577643 0.0094062669 0.006408813 0.0035529432
## 17 0.0086863854 0.0256685339 0.0128126667 0.011430421 0.0201215702
## 18 0.0007189096 0.0035200914 0.0178475038 0.005890762 0.0146342808
## 19 0.0256390383 0.0159043148 0.0095231596 0.023253109 0.0157467721
## 20 0.0097613192 0.0034046792 0.0261966325 0.017908031 0.0052195503
## 21 0.0049754763 0.0176453904 0.0127410397 0.001824518 0.0124205041
## PC61.61 PC62.61 PC63.61 PC64.61 PC65.61 PC66.61
## 1 0.012814248 0.06510743 0.001195416 0.003406035 0.008064042 0.007152437
## 2 0.005447547 0.04752531 0.027747199 0.024027481 0.015129212 0.001768470
## 3 0.004606716 0.03822359 0.034743555 0.007743510 0.010017683 0.016299461
## 4 0.028815366 0.03732392 0.004176477 0.007986529 0.012964563 0.023997626
## 5 0.002587240 0.03728433 0.001782576 0.032788913 0.019945987 0.025869868
## 6 0.027694334 0.03650433 0.011262627 0.010681433 0.015222391 0.005009302
## 7 0.033339945 0.03017350 0.014945924 0.005352169 0.022998476 0.005718274
## 8 0.016587886 0.02958614 0.018921778 0.008656275 0.011889431 0.013859452
## 9 0.033646582 0.02716196 0.036119256 0.007747277 0.036263775 0.007197739
## 10 0.003381650 0.02570915 0.019184373 0.009748821 0.024941440 0.032972251
## 11 0.002828014 0.02505668 0.015687418 0.014973056 0.010184212 0.023423474
## 12 0.019339718 0.02471996 0.003478084 0.030994433 0.009459517 0.008111490
## 13 0.025053454 0.02424925 0.012734718 0.000350217 0.015659953 0.017530809
## 14 0.010321521 0.02376579 0.039822685 0.002206113 0.010377480 0.007431757
## 15 0.005941724 0.02343193 0.045107518 0.006015722 0.028748273 0.013447794
## 16 0.026546418 0.02305947 0.020584123 0.007986115 0.020139894 0.022269664
## 17 0.015869348 0.02235705 0.012143539 0.041621206 0.023021525 0.015915069
## 18 0.015481927 0.02165209 0.003868852 0.014446847 0.004608666 0.004189666
## 19 0.008771105 0.02148573 0.017334277 0.008163954 0.007822644 0.033123151
## 20 0.011949069 0.02140155 0.023973926 0.010294437 0.020264271 0.005381702
## 21 0.018988928 0.02009889 0.019861377 0.007043577 0.028285048 0.041175149
## PC67.61 PC68.61 programN.62
## 1 0.0099763824 0.0225654471 Kinesiology
## 2 0.0008809235 0.0202401258 Movement.Science
## 3 0.0134663403 0.0261225260 Gifted.Education
## 4 0.0043667694 0.0302318253 Instructional.Technology.and.Media
## 5 0.0243029388 0.0238644148 Change.Leadership
## 6 0.0384021278 0.0192793011 Cooperation.and.Conflict.Resolution
## 7 0.0144234737 0.0194302042 Counseling.Psychology
## 8 0.0269761205 0.0012410059 Education.Leadership
## 9 0.0291187126 0.0001917411 Early.Childhood.Special.Education
## 10 0.0098866706 0.0156976393 Linguistics
## 11 0.0079418362 0.0196420568 Art.Education
## 12 0.0188816623 0.0070064984 Creative.Technologies
## 13 0.0185854598 0.0159891192 Spirituality.Mind.Body
## 14 0.0160209828 0.0199395695 Literacy
## 15 0.0278172511 0.0109481637 Arts.Administration
## 16 0.0301882735 0.0013267173 Social.Studies
## 17 0.0027208380 0.0199583902 History
## 18 0.0037679986 0.0248015410 Deaf.and.Hard.of.Hearing
## 19 0.0122924125 0.0122383227 Psychology
## 20 0.0480698388 0.0103327468 International.and.Comparative.Education
## 21 0.0113106749 0.0273981855 Bilingual.Bicultural.Education
## PC1.62 PC2.62 PC3.62 PC4.62 PC5.62
## 1 0.0091969249 0.0378905028 0.0098025730 0.0022344096 0.006726859
## 2 0.0133424668 0.0223525739 0.0138144761 0.0083708817 0.002063737
## 3 0.0092887624 0.0044125040 0.0187600132 0.0173694849 0.023692494
## 4 0.0012299612 0.0014350741 0.0411508592 0.0139205598 0.005302009
## 5 0.0398648928 0.0015078079 0.0131650993 0.0212088348 0.009947538
## 6 0.0305095423 0.0088617444 0.0055603952 0.0059667531 0.003008791
## 7 0.0123253710 0.0297787506 0.0088381747 0.0129449950 0.028289532
## 8 0.0239817584 0.0047880169 0.0006161223 0.0141566868 0.025750436
## 9 0.0044082527 0.0255520678 0.0223882055 0.0313996215 0.016186983
## 10 0.0049473310 0.0073295383 0.0065879987 0.0541071873 0.020840874
## 11 0.0155564979 0.0020483070 0.0089310749 0.0020734548 0.022933112
## 12 0.0063038828 0.0090436933 0.0385378293 0.0179023826 0.004379405
## 13 0.0189628490 0.0254466007 0.0047636957 0.0013372900 0.027049326
## 14 0.0152527089 0.0077282212 0.0030912051 0.0340766380 0.019110208
## 15 0.0307983700 0.0070061093 0.0247494405 0.0064167536 0.028090936
## 16 0.0179973774 0.0006640169 0.0110332751 0.0056230373 0.017457209
## 17 0.0266635454 0.0024427805 0.0015556889 0.0021290297 0.053094195
## 18 0.0004832062 0.0302956435 0.0003625311 0.0332722791 0.008320232
## 19 0.0204369257 0.0300011907 0.0276083755 0.0004348856 0.015451342
## 20 0.0211310159 0.0213176743 0.0015737879 0.0026405401 0.015324399
## 21 0.0276069141 0.0134069750 0.0068110215 0.0283298432 0.005426524
## PC6.62 PC7.62 PC8.62 PC9.62 PC10.62
## 1 0.010051116 0.0055717449 1.151912e-02 0.0037941049 0.014654090
## 2 0.027826402 0.0039635750 1.000377e-02 0.0101251418 0.029095870
## 3 0.002782173 0.0456860180 3.208832e-02 0.0161628249 0.004063416
## 4 0.018454248 0.0156882776 1.706128e-02 0.0008755746 0.006427897
## 5 0.018783905 0.0044568386 4.742287e-05 0.0037357089 0.017923522
## 6 0.004433728 0.0145779120 8.662859e-03 0.0294558589 0.019842011
## 7 0.017956821 0.0229427356 5.853131e-03 0.0137848373 0.003363009
## 8 0.003675215 0.0141107272 1.261220e-02 0.0020855048 0.038295848
## 9 0.007534817 0.0212184000 1.779699e-02 0.0302784511 0.015328400
## 10 0.002524565 0.0234047813 1.706246e-02 0.0129531650 0.034366643
## 11 0.008990533 0.0244124229 6.733567e-03 0.0010485654 0.035493921
## 12 0.016480590 0.0152499965 2.948344e-02 0.0105116641 0.010111860
## 13 0.015386304 0.0198756430 1.885410e-03 0.0317913992 0.008662650
## 14 0.002121264 0.0375735497 3.381184e-02 0.0010752566 0.002139105
## 15 0.009918087 0.0054056539 8.087988e-03 0.0155755259 0.001727470
## 16 0.031543564 0.0424431855 4.464860e-02 0.0125762023 0.004190068
## 17 0.005603208 0.0024226234 1.587315e-02 0.0014314058 0.002892222
## 18 0.017611053 0.0294805533 1.119341e-02 0.0170472406 0.014815810
## 19 0.001033418 0.0095060500 1.142318e-02 0.0230750198 0.005924139
## 20 0.015610297 0.0005809751 4.957592e-02 0.0095036013 0.001553652
## 21 0.018713220 0.0284029244 4.377948e-03 0.0218536863 0.022701633
## PC11.62 PC12.62 PC13.62 PC14.62 PC15.62
## 1 0.0109812550 0.023919379 0.0134701839 3.432059e-02 0.024786300
## 2 0.0117644984 0.017848456 0.0281853960 6.807376e-03 0.004930825
## 3 0.0056499626 0.033897016 0.0208054594 1.580501e-02 0.009377644
## 4 0.0397457706 0.031527978 0.0266299592 2.496703e-03 0.010179991
## 5 0.0139374341 0.002607609 0.0073583512 1.462565e-02 0.012002641
## 6 0.0102516983 0.024695811 0.0181019454 9.416753e-03 0.017100243
## 7 0.0148763008 0.013181806 0.0017390673 3.268060e-03 0.037758039
## 8 0.0180075020 0.019437492 0.0134708181 5.203234e-02 0.016605594
## 9 0.0106677707 0.010888186 0.0047609933 2.038593e-02 0.010280524
## 10 0.0109762958 0.003705706 0.0193361508 2.950900e-03 0.010304834
## 11 0.0342816576 0.024098872 0.0317734411 8.276382e-03 0.014734178
## 12 0.0151849878 0.004083316 0.0175345238 8.110235e-05 0.011179291
## 13 0.0006241734 0.003869211 0.0037619987 3.345704e-02 0.004838191
## 14 0.0107924112 0.003374029 0.0321135057 1.049482e-02 0.019235691
## 15 0.0087334005 0.008750914 0.0006597047 3.852231e-03 0.011251580
## 16 0.0082672240 0.004644419 0.0110741844 2.949527e-02 0.015840507
## 17 0.0052773453 0.016671175 0.0013146984 2.257531e-02 0.014450027
## 18 0.0154384187 0.017948213 0.0281445419 5.146053e-03 0.025029745
## 19 0.0106450592 0.019921440 0.0272607544 1.367927e-02 0.003690628
## 20 0.0405829182 0.007378154 0.0044826857 1.144092e-02 0.012250836
## 21 0.0266235598 0.005235833 0.0100731292 1.194451e-03 0.009495290
## PC16.62 PC17.62 PC18.62 PC19.62 PC20.62
## 1 0.028416728 0.0062068874 0.004087607 0.0139315273 0.002792422
## 2 0.051505417 0.0124359168 0.022323399 0.0095651534 0.023047859
## 3 0.004570248 0.0252271450 0.014018359 0.0131883277 0.001946306
## 4 0.025128055 0.0011513687 0.018180272 0.0036014507 0.005014762
## 5 0.011577729 0.0106277830 0.007426459 0.0084128302 0.005304519
## 6 0.002798045 0.0004136718 0.003291344 0.0360811867 0.022488120
## 7 0.011238361 0.0103382843 0.012011144 0.0088662990 0.016796180
## 8 0.005221424 0.0363839623 0.009352064 0.0075668795 0.011437563
## 9 0.007284086 0.0000681285 0.001351379 0.0031249736 0.057706894
## 10 0.014187673 0.0039142510 0.003411347 0.0181704762 0.015847075
## 11 0.042387978 0.0099082432 0.010405180 0.0080581355 0.008551660
## 12 0.025003269 0.0157504987 0.007826559 0.0276004636 0.025465545
## 13 0.010811923 0.0056265415 0.025374526 0.0283564592 0.001906876
## 14 0.024823046 0.0127277050 0.013763324 0.0129158211 0.003471058
## 15 0.012968430 0.0039321607 0.020305358 0.0106548427 0.032358351
## 16 0.002239219 0.0225297196 0.002275990 0.0171239647 0.005482647
## 17 0.007566383 0.0086314728 0.015279034 0.0118846673 0.004470544
## 18 0.025337306 0.0144666111 0.021505484 0.0129704117 0.009701404
## 19 0.002127134 0.0181882465 0.002759587 0.0003172883 0.016210052
## 20 0.002374252 0.0060490029 0.010152087 0.0226152703 0.016462858
## 21 0.015421788 0.0042930855 0.001559885 0.0013412938 0.015515080
## PC21.62 PC22.62 PC23.62 PC24.62 PC25.62
## 1 0.023834714 0.0006358971 8.849579e-04 0.0051847978 0.003943145
## 2 0.022415876 0.0265998613 2.215983e-03 0.0246291856 0.039533899
## 3 0.010921504 0.0046198194 7.484015e-03 0.0051305775 0.037782869
## 4 0.040942796 0.0140207537 2.423495e-02 0.0142068212 0.008604424
## 5 0.008609048 0.0017019265 5.442440e-03 0.0288479627 0.016647952
## 6 0.018919723 0.0118203821 4.909622e-03 0.0191033895 0.021451875
## 7 0.037031157 0.0250987048 9.036125e-03 0.0207327968 0.008120861
## 8 0.012036774 0.0064925523 2.509098e-02 0.0076141741 0.010842788
## 9 0.004542651 0.0004601013 1.072308e-02 0.0040069641 0.007674211
## 10 0.005469355 0.0022308909 2.246492e-03 0.0431221266 0.006965644
## 11 0.003243627 0.0199219101 6.313250e-03 0.0152701300 0.003404236
## 12 0.023831901 0.0115289516 6.137766e-04 0.0009855782 0.053093439
## 13 0.013795448 0.0020790636 1.751424e-02 0.0142397749 0.014382336
## 14 0.007798001 0.0195599840 3.647064e-02 0.0257586828 0.018447736
## 15 0.020597602 0.0013819940 1.611340e-02 0.0239016203 0.023221766
## 16 0.005879548 0.0104511177 1.572457e-02 0.0164435018 0.010120416
## 17 0.012175998 0.0245537184 1.211472e-02 0.0094417861 0.005294958
## 18 0.002873330 0.0258902246 3.105452e-05 0.0284392617 0.005139381
## 19 0.024870070 0.0001755179 2.947704e-02 0.0238725407 0.041342278
## 20 0.019727274 0.0167011457 9.703993e-03 0.0031659007 0.028178329
## 21 0.019720936 0.0186489576 3.324447e-02 0.0041696083 0.004413228
## PC26.62 PC27.62 PC28.62 PC29.62 PC30.62
## 1 0.053921207 0.029626664 0.0110468411 0.006890412 0.006011165
## 2 0.007545436 0.006170652 0.0006502502 0.007945921 0.004798055
## 3 0.023658391 0.023583957 0.0128267284 0.006840855 0.003596600
## 4 0.007032989 0.006573566 0.0201420611 0.029238905 0.020180344
## 5 0.004553920 0.002824760 0.0023690702 0.015393098 0.031319314
## 6 0.014102336 0.042569943 0.0387244870 0.019867295 0.025893148
## 7 0.009696782 0.008100478 0.0114107699 0.006135108 0.002490327
## 8 0.007009874 0.027882938 0.0084579786 0.004275274 0.014400389
## 9 0.014624062 0.004040711 0.0113032062 0.011117160 0.002702473
## 10 0.027820804 0.023849425 0.0040261805 0.001481527 0.009979675
## 11 0.031324719 0.003351852 0.0108956346 0.010482390 0.042617037
## 12 0.010075115 0.027294153 0.0334229386 0.005321840 0.019245694
## 13 0.016157291 0.045126385 0.0047443445 0.013136573 0.008298456
## 14 0.001123319 0.014363338 0.0068910628 0.014289001 0.008523742
## 15 0.028508931 0.004575269 0.0178182088 0.034270044 0.016129744
## 16 0.008501193 0.002377932 0.0016878406 0.010480072 0.002272414
## 17 0.002012743 0.013727667 0.0255845394 0.011050407 0.048402872
## 18 0.008970794 0.005579866 0.0120209438 0.019050512 0.027274032
## 19 0.006961634 0.009660661 0.0298099019 0.016298914 0.014403410
## 20 0.015454890 0.004233637 0.0166195309 0.004455300 0.001266608
## 21 0.033307539 0.009299084 0.0177794941 0.012593345 0.014068196
## PC31.62 PC32.62 PC33.62 PC34.62 PC35.62
## 1 0.010736963 0.025043157 0.0318090459 0.0024198002 0.0121143211
## 2 0.018721575 0.001722040 0.0168366794 0.0131869014 0.0147790986
## 3 0.008247822 0.003241262 0.0084695108 0.0127960320 0.0227466346
## 4 0.011454586 0.002867673 0.0078546589 0.0017461873 0.0035235129
## 5 0.008064735 0.027402388 0.0063193302 0.0450600447 0.0128065007
## 6 0.016602222 0.019721148 0.0102347161 0.0255129422 0.0156989112
## 7 0.054161838 0.016754407 0.0067040547 0.0099485392 0.0260160459
## 8 0.003058439 0.010422399 0.0116722419 0.0265106743 0.0001300507
## 9 0.031780227 0.018387776 0.0226502384 0.0037229312 0.0094923712
## 10 0.015263706 0.016266395 0.0256329947 0.0074182728 0.0140772299
## 11 0.034447106 0.024905501 0.0074911357 0.0108015540 0.0025048870
## 12 0.020241797 0.015027971 0.0112140731 0.0027082578 0.0236953447
## 13 0.012642267 0.023680593 0.0518837932 0.0002319862 0.0299425065
## 14 0.020838625 0.015781100 0.0139882628 0.0016611417 0.0089635212
## 15 0.015579713 0.001445467 0.0009011486 0.0091688055 0.0244545643
## 16 0.014119625 0.002642257 0.0049178259 0.0256350722 0.0068490682
## 17 0.017759978 0.014514086 0.0042574736 0.0230322985 0.0042287075
## 18 0.016114617 0.002450625 0.0078392791 0.0036125245 0.0092341567
## 19 0.004278443 0.011893575 0.0089021714 0.0076210452 0.0060592091
## 20 0.031534574 0.014918296 0.0186299837 0.0186326257 0.0103503177
## 21 0.017370669 0.003597857 0.0144664079 0.0040790932 0.0111861458
## PC36.62 PC37.62 PC38.62 PC39.62 PC40.62
## 1 0.014210240 0.0043443554 0.019864362 1.667916e-02 1.734175e-02
## 2 0.028092848 0.0059499535 0.010549189 2.124026e-02 3.696235e-02
## 3 0.033959883 0.0191036106 0.021678306 3.177639e-02 2.223649e-02
## 4 0.004219849 0.0200163141 0.003643394 1.428094e-03 1.820152e-02
## 5 0.013685729 0.0265864915 0.017914765 2.335241e-02 1.025992e-02
## 6 0.006065384 0.0158166516 0.009181122 9.519722e-03 5.606699e-03
## 7 0.001913292 0.0009117208 0.018358323 1.120532e-03 1.763951e-02
## 8 0.009012071 0.0085366773 0.006155270 2.261321e-02 3.252681e-03
## 9 0.015741824 0.0233624779 0.011820366 2.381957e-03 4.168525e-03
## 10 0.006708877 0.0014423404 0.012314012 2.374401e-02 2.189815e-02
## 11 0.024866510 0.0079641889 0.015840697 5.401391e-03 4.782018e-02
## 12 0.013194995 0.0127104930 0.025403862 2.761096e-02 1.491221e-02
## 13 0.012214891 0.0014173027 0.017385192 1.130400e-02 1.164110e-02
## 14 0.006330325 0.0146810979 0.020140639 1.075960e-02 1.674395e-02
## 15 0.026771490 0.0102853461 0.043045569 1.190450e-02 6.646896e-03
## 16 0.006267412 0.0286619390 0.027859224 1.389712e-02 6.909191e-03
## 17 0.013919346 0.0060609155 0.021004263 6.512379e-06 5.594068e-03
## 18 0.009797892 0.0009912673 0.005899784 9.535468e-03 2.478327e-02
## 19 0.002277373 0.0114042196 0.021948453 2.220943e-02 1.453120e-02
## 20 0.035065446 0.0300963681 0.019489996 7.544927e-03 7.898263e-05
## 21 0.010576620 0.0191619692 0.006130624 1.113405e-02 1.016935e-02
## PC41.62 PC42.62 PC43.62 PC44.62 PC45.62
## 1 2.946308e-02 0.019707696 0.005760452 0.0353090663 1.236639e-02
## 2 2.313443e-03 0.012704853 0.029189045 0.0173184981 1.161915e-06
## 3 2.779095e-02 0.020656333 0.020324925 0.0002421774 1.053578e-02
## 4 4.867052e-02 0.015311050 0.001605145 0.0074529577 1.312694e-03
## 5 9.712448e-03 0.028710385 0.006222037 0.0062976900 1.009946e-03
## 6 2.322842e-04 0.004477409 0.025925866 0.0107523781 4.458127e-03
## 7 5.428476e-03 0.012456939 0.001661266 0.0185446976 1.035752e-02
## 8 1.157027e-02 0.034831942 0.017869632 0.0150544850 3.194426e-02
## 9 2.063920e-02 0.017085649 0.021299853 0.0084559490 2.935988e-02
## 10 5.180017e-05 0.006340144 0.007193893 0.0319733797 1.280308e-03
## 11 2.879770e-02 0.026355901 0.005219606 0.0101290310 2.706038e-02
## 12 6.551731e-03 0.028016522 0.009297284 0.0235046652 2.013796e-02
## 13 6.057619e-03 0.013060386 0.012726169 0.0013319924 1.879350e-02
## 14 2.193217e-02 0.009234948 0.016538650 0.0209427478 2.880465e-02
## 15 1.045714e-02 0.003279043 0.012522541 0.0124287559 3.613163e-02
## 16 5.362196e-02 0.009034944 0.015147490 0.0271171771 1.732518e-02
## 17 1.247736e-02 0.009094251 0.003859800 0.0224522737 3.039867e-02
## 18 7.506388e-03 0.006405567 0.014848294 0.0038236898 2.557102e-02
## 19 1.659385e-02 0.005326793 0.009967116 0.0201928208 1.929822e-03
## 20 8.608210e-03 0.004897263 0.031992737 0.0004702910 1.648921e-02
## 21 3.134918e-02 0.019463983 0.041690854 0.0249021196 1.478015e-02
## PC46.62 PC47.62 PC48.62 PC49.62 PC50.62
## 1 0.005400196 0.012813058 4.135378e-03 0.025434165 0.001900968
## 2 0.021883359 0.008104742 8.913114e-03 0.010557901 0.005535724
## 3 0.025985308 0.011029594 2.159048e-02 0.021740957 0.021250986
## 4 0.001676173 0.011613803 5.653503e-03 0.048671768 0.027529602
## 5 0.001334873 0.017586159 1.743466e-02 0.037671790 0.014554541
## 6 0.030363916 0.013585938 1.962375e-02 0.009611119 0.016355596
## 7 0.032467065 0.003999521 6.027365e-03 0.001924934 0.018825350
## 8 0.006517117 0.014022444 6.928971e-03 0.011638277 0.017361765
## 9 0.004285109 0.023506654 2.250952e-02 0.016686431 0.024712391
## 10 0.003594276 0.015753084 8.018621e-03 0.001047132 0.005445827
## 11 0.023231779 0.020923656 1.632153e-02 0.011960728 0.020390909
## 12 0.022286234 0.008961923 1.081907e-02 0.023067268 0.002541055
## 13 0.006022074 0.008953379 7.408922e-03 0.010716036 0.006469793
## 14 0.024974387 0.009558361 2.553716e-02 0.018831624 0.023069952
## 15 0.008812361 0.016296884 8.809708e-05 0.040440421 0.045064161
## 16 0.001834548 0.022946270 1.442792e-02 0.019484799 0.033981303
## 17 0.014451516 0.023350257 4.104485e-03 0.001196755 0.017045112
## 18 0.015438946 0.011517002 3.237121e-02 0.030152235 0.006555485
## 19 0.004117853 0.007365747 1.011601e-02 0.019086387 0.007088152
## 20 0.011233530 0.015659433 7.727190e-03 0.017799228 0.014726577
## 21 0.015754227 0.027899756 1.865224e-02 0.005286181 0.025827223
## PC51.62 PC52.62 PC53.62 PC54.62 PC55.62
## 1 6.221899e-03 0.017400543 0.0003121021 0.0008153605 0.0002492435
## 2 1.992136e-02 0.009049887 0.0120932326 0.0117237385 0.0019360316
## 3 1.154773e-02 0.018993334 0.0068510418 0.0090353732 0.0107914432
## 4 2.255590e-02 0.026505585 0.0067752280 0.0047643213 0.0120984899
## 5 1.279039e-02 0.006595781 0.0036184290 0.0276847937 0.0073353538
## 6 3.928029e-03 0.005412476 0.0121770192 0.0186518929 0.0167067128
## 7 8.181411e-03 0.013774740 0.0245576490 0.0017917463 0.0210675244
## 8 5.893053e-03 0.009767312 0.0243144468 0.0171445546 0.0324275632
## 9 1.744511e-02 0.037332067 0.0019002684 0.0261463582 0.0097246318
## 10 5.053185e-05 0.010399101 0.0050398196 0.0156212113 0.0375884773
## 11 3.602512e-04 0.007965090 0.0003402151 0.0076261223 0.0089668291
## 12 6.826216e-03 0.027658524 0.0026353835 0.0026470887 0.0168570773
## 13 4.593128e-03 0.009343880 0.0353907726 0.0212149380 0.0204762500
## 14 1.635496e-02 0.003342822 0.0049581117 0.0329088967 0.0127457601
## 15 1.704745e-03 0.002983082 0.0033514398 0.0153960358 0.0019092258
## 16 7.912042e-03 0.010260133 0.0224989660 0.0009282111 0.0083899575
## 17 4.650066e-02 0.001842569 0.0334005615 0.0222085762 0.0150609786
## 18 1.617872e-02 0.019927127 0.0249062437 0.0505674779 0.0137039903
## 19 2.707232e-03 0.003781265 0.0012413394 0.0117976569 0.0125689956
## 20 8.028780e-03 0.020504678 0.0091205337 0.0252850929 0.0214486162
## 21 3.489990e-02 0.015408438 0.0240816375 0.0049659548 0.0207779032
## PC56.62 PC57.62 PC58.62 PC59.62 PC60.62
## 1 0.0013329334 0.0024059648 0.0205310620 0.0126578077 0.0304951417
## 2 0.0031441580 0.0104315489 0.0053606678 0.0107233646 0.0112861807
## 3 0.0206791847 0.0010814374 0.0044385602 0.0053523100 0.0112577741
## 4 0.0173847375 0.0089305646 0.0094859202 0.0179912196 0.0008404033
## 5 0.0172721071 0.0114711009 0.0333398061 0.0206921302 0.0047223287
## 6 0.0302823006 0.0006870612 0.0012665386 0.0265810576 0.0006534196
## 7 0.0049683435 0.0001933771 0.0046913547 0.0446585875 0.0151329808
## 8 0.0196462852 0.0158506812 0.0009472866 0.0142924798 0.0142052170
## 9 0.0421240490 0.0005518043 0.0043324004 0.0184290887 0.0332279822
## 10 0.0067186803 0.0241736063 0.0030323568 0.0530815041 0.0033919948
## 11 0.0140110813 0.0027969516 0.0117947049 0.0035312382 0.0054182727
## 12 0.0009952676 0.0028220103 0.0055128938 0.0008688294 0.0223367110
## 13 0.0097613192 0.0034046792 0.0261966325 0.0179080313 0.0052195503
## 14 0.0212585522 0.0048808402 0.0320283684 0.0203038577 0.0109428327
## 15 0.0220527414 0.0189498703 0.0057354535 0.0177952340 0.0109030140
## 16 0.0149906316 0.0172954496 0.0396379065 0.0240006900 0.0191659143
## 17 0.0266252000 0.0216577643 0.0094062669 0.0064088133 0.0035529432
## 18 0.0069350531 0.0241513644 0.0023957447 0.0163338902 0.0181725314
## 19 0.0145767767 0.0233353058 0.0436314943 0.0047447292 0.0121932220
## 20 0.0049754763 0.0176453904 0.0127410397 0.0018245179 0.0124205041
## 21 0.0174283978 0.0092653191 0.0150806355 0.0045754059 0.0055820639
## PC61.62 PC62.62 PC63.62 PC64.62 PC65.62 PC66.62
## 1 0.010446085 0.0014341600 0.05216479 0.015758958 0.012874701 0.020570655
## 2 0.005941724 0.0234319257 0.04510752 0.006015722 0.028748273 0.013447794
## 3 0.010321521 0.0237657946 0.03982268 0.002206113 0.010377480 0.007431757
## 4 0.018026204 0.0031914290 0.03907885 0.003254461 0.007812256 0.022745494
## 5 0.033646582 0.0271619573 0.03611926 0.007747277 0.036263775 0.007197739
## 6 0.004606716 0.0382235860 0.03474355 0.007743510 0.010017683 0.016299461
## 7 0.011348932 0.0001915041 0.03197754 0.001671779 0.021461798 0.002179003
## 8 0.005447547 0.0475253117 0.02774720 0.024027481 0.015129212 0.001768470
## 9 0.013542498 0.0150148673 0.02684055 0.007271674 0.008621503 0.001465802
## 10 0.018109541 0.0003451716 0.02649057 0.040198387 0.026674624 0.019508073
## 11 0.001842955 0.0128890391 0.02575744 0.016528538 0.008305204 0.013816156
## 12 0.001179959 0.0069445754 0.02517078 0.023709968 0.032287596 0.004156180
## 13 0.011949069 0.0214015455 0.02397393 0.010294437 0.020264271 0.005381702
## 14 0.008456194 0.0109221520 0.02362055 0.037046776 0.003178783 0.009898796
## 15 0.007424051 0.0128791331 0.02129651 0.004303212 0.025370498 0.005015689
## 16 0.016260121 0.0086813661 0.02127977 0.020717742 0.001980126 0.009463586
## 17 0.026546418 0.0230594742 0.02058412 0.007986115 0.020139894 0.022269664
## 18 0.003175944 0.0053904598 0.02033473 0.022205995 0.035747545 0.020345896
## 19 0.039390116 0.0175876442 0.01990838 0.019797981 0.011752855 0.017684054
## 20 0.018988928 0.0200988905 0.01986138 0.007043577 0.028285048 0.041175149
## 21 0.003381650 0.0257091467 0.01918437 0.009748821 0.024941440 0.032972251
## PC67.62 PC68.62 programN.63
## 1 0.0208716510 0.0024669852 cluster
## 2 0.0278172511 0.0109481637 Sexuality..Women.and.Gender.in.Psychology
## 3 0.0160209828 0.0199395695 Linguistics
## 4 0.0051511631 0.0075599921 Literacy
## 5 0.0291187126 0.0001917411 Adult.Education
## 6 0.0134663403 0.0261225260 Communication.Media.and.Learning.Technologies
## 7 0.0221184391 0.0416938066 Music
## 8 0.0008809235 0.0202401258 Neuroscience
## 9 0.0007717288 0.0055024242 Learning.Analytics
## 10 0.0033549502 0.0006156937 Curriculum.and.Teaching
## 11 0.0034042207 0.0023676781 Nutrition
## 12 0.0235351123 0.0017110830 Higher.and.Postsecondary.Education
## 13 0.0480698388 0.0103327468 Education.Leadership
## 14 0.0194024863 0.0093175439 Creative.Technologies
## 15 0.0237126506 0.0237488777 Clinical.Psychology
## 16 0.0097470611 0.0017762703 Mathematics
## 17 0.0301882735 0.0013267173 English.Education
## 18 0.0087623847 0.0126924120 Deaf.and.Hard.of.Hearing
## 19 0.0582678860 0.0142583315 Motor.Learning.and.Control
## 20 0.0113106749 0.0273981855 Social.Studies
## 21 0.0098866706 0.0156976393 Psychology
## PC1.63 PC2.63 PC3.63 PC4.63 PC5.63
## 1 0.0167180336 0.0258426901 0.0405600152 0.0372068508 0.021673463
## 2 0.0216615570 0.0269603435 0.0039637231 0.0126042931 0.023231967
## 3 0.0049473310 0.0073295383 0.0065879987 0.0541071873 0.020840874
## 4 0.0152527089 0.0077282212 0.0030912051 0.0340766380 0.019110208
## 5 0.0284241315 0.0133897133 0.0011753502 0.0094882961 0.020011212
## 6 0.0075316150 0.0011959938 0.0359331333 0.0045449315 0.013646469
## 7 0.0013313270 0.0094946304 0.0221763981 0.0040015203 0.033295249
## 8 0.0082813494 0.0346574223 0.0274107594 0.0046522158 0.006940352
## 9 0.0056459553 0.0027822662 0.0488769671 0.0065973590 0.001854961
## 10 0.0063964291 0.0202759035 0.0124009592 0.0210893447 0.002122926
## 11 0.0130965562 0.0172599196 0.0168468987 0.0025104521 0.003856389
## 12 0.0075270712 0.0113852785 0.0130459674 0.0046004348 0.030822677
## 13 0.0239817584 0.0047880169 0.0006161223 0.0141566868 0.025750436
## 14 0.0063038828 0.0090436933 0.0385378293 0.0179023826 0.004379405
## 15 0.0222027764 0.0371952492 0.0031620282 0.0011901552 0.004759591
## 16 0.0047741638 0.0018231510 0.0463887703 0.0087165361 0.018786976
## 17 0.0092787177 0.0039283654 0.0054881232 0.0531405663 0.009994085
## 18 0.0004832062 0.0302956435 0.0003625311 0.0332722791 0.008320232
## 19 0.0103610148 0.0077604675 0.0277887185 0.0129907983 0.017326761
## 20 0.0179973774 0.0006640169 0.0110332751 0.0056230373 0.017457209
## 21 0.0204369257 0.0300011907 0.0276083755 0.0004348856 0.015451342
## PC6.63 PC7.63 PC8.63 PC9.63 PC10.63
## 1 0.0150258913 0.0068948760 0.0111009044 0.010507240 0.014293111
## 2 0.0241148815 0.0164765555 0.0133393896 0.020629130 0.013306482
## 3 0.0025245649 0.0234047813 0.0170624568 0.012953165 0.034366643
## 4 0.0021212641 0.0375735497 0.0338118411 0.001075257 0.002139105
## 5 0.0262821686 0.0201978831 0.0135619588 0.001392056 0.011861438
## 6 0.0006050177 0.0209115105 0.0393046696 0.008235191 0.029565721
## 7 0.0005785762 0.0398136107 0.0079498414 0.023227344 0.014447780
## 8 0.0170801532 0.0031980504 0.0060050438 0.024451768 0.008449557
## 9 0.0256304790 0.0233082384 0.0235058202 0.009432336 0.015326245
## 10 0.0169547295 0.0030758181 0.0112353671 0.044147375 0.002463690
## 11 0.0235834428 0.0010329779 0.0009109188 0.045414953 0.002881366
## 12 0.0402722606 0.0183069807 0.0123599959 0.025183963 0.016280982
## 13 0.0036752154 0.0141107272 0.0126121955 0.002085505 0.038295848
## 14 0.0164805896 0.0152499965 0.0294834356 0.010511664 0.010111860
## 15 0.0145551406 0.0204610368 0.0096703098 0.007534750 0.004432939
## 16 0.0074538327 0.0116994760 0.0227874887 0.005242621 0.026662334
## 17 0.0057419804 0.0085288709 0.0073043121 0.005619475 0.027426394
## 18 0.0176110527 0.0294805533 0.0111934079 0.017047241 0.014815810
## 19 0.0177154862 0.0009343611 0.0287982992 0.003362259 0.004805679
## 20 0.0315435640 0.0424431855 0.0446486045 0.012576202 0.004190068
## 21 0.0010334181 0.0095060500 0.0114231834 0.023075020 0.005924139
## PC11.63 PC12.63 PC13.63 PC14.63 PC15.63
## 1 0.013523707 0.0012080527 0.0094348367 1.393967e-02 0.0080718853
## 2 0.028099261 0.0135083558 0.0095990422 2.827734e-03 0.0241542699
## 3 0.010976296 0.0037057055 0.0193361508 2.950900e-03 0.0103048342
## 4 0.010792411 0.0033740289 0.0321135057 1.049482e-02 0.0192356906
## 5 0.005860820 0.0044019126 0.0027171270 1.919243e-02 0.0213545867
## 6 0.024262326 0.0293302265 0.0035438972 2.991531e-02 0.0206808745
## 7 0.024454916 0.0219811602 0.0185234630 1.191867e-02 0.0259238820
## 8 0.001281742 0.0092216656 0.0026982800 9.149750e-04 0.0385331983
## 9 0.019862654 0.0116958026 0.0341390013 5.865174e-04 0.0127348428
## 10 0.027151937 0.0057308252 0.0151856779 9.766448e-03 0.0484631208
## 11 0.039530134 0.0195839091 0.0253531468 8.009822e-03 0.0134819521
## 12 0.008863708 0.0249752874 0.0073904401 6.721013e-03 0.0006386207
## 13 0.018007502 0.0194374922 0.0134708181 5.203234e-02 0.0166055939
## 14 0.015184988 0.0040833160 0.0175345238 8.110235e-05 0.0111792907
## 15 0.000315626 0.0218082169 0.0003086636 6.200889e-03 0.0038287891
## 16 0.007351706 0.0002360754 0.0128182972 3.974568e-02 0.0241197802
## 17 0.005615917 0.0078812158 0.0034628875 7.916287e-04 0.0242523151
## 18 0.015438419 0.0179482131 0.0281445419 5.146053e-03 0.0250297453
## 19 0.025400037 0.0488947193 0.0019432972 7.958437e-03 0.0164694612
## 20 0.008267224 0.0046444189 0.0110741844 2.949527e-02 0.0158405074
## 21 0.010645059 0.0199214405 0.0272607544 1.367927e-02 0.0036906284
## PC16.63 PC17.63 PC18.63 PC19.63 PC20.63
## 1 0.005043319 0.005679755 0.0021160156 0.0026021848 0.002172608
## 2 0.003440244 0.004158080 0.0130532772 0.0139754359 0.017997007
## 3 0.014187673 0.003914251 0.0034113469 0.0181704762 0.015847075
## 4 0.024823046 0.012727705 0.0137633239 0.0129158211 0.003471058
## 5 0.020422979 0.010203194 0.0001088556 0.0210826317 0.018696905
## 6 0.016643685 0.014097015 0.0008651406 0.0035685196 0.012691021
## 7 0.008021661 0.015138437 0.0101918827 0.0165709135 0.021952516
## 8 0.030638579 0.004617344 0.0222377474 0.0113927692 0.001406500
## 9 0.009187963 0.006104914 0.0107903838 0.0004799608 0.019093037
## 10 0.027299040 0.018711407 0.0059827228 0.0296917069 0.016885039
## 11 0.005945587 0.019876589 0.0047318980 0.0045731532 0.006173864
## 12 0.024005827 0.007888218 0.0093953359 0.0296206063 0.022506086
## 13 0.005221424 0.036383962 0.0093520641 0.0075668795 0.011437563
## 14 0.025003269 0.015750499 0.0078265585 0.0276004636 0.025465545
## 15 0.004582990 0.040696136 0.0046276920 0.0098596078 0.008355508
## 16 0.020222250 0.004675491 0.0001654039 0.0017070405 0.037763175
## 17 0.024049301 0.008898726 0.0373760421 0.0296107076 0.022473493
## 18 0.025337306 0.014466611 0.0215054840 0.0129704117 0.009701404
## 19 0.003954822 0.008673031 0.0014022432 0.0161430408 0.004918364
## 20 0.002239219 0.022529720 0.0022759901 0.0171239647 0.005482647
## 21 0.002127134 0.018188247 0.0027595875 0.0003172883 0.016210052
## PC21.63 PC22.63 PC23.63 PC24.63 PC25.63
## 1 0.001808123 0.0186122641 1.555235e-02 0.0031954636 0.0111237067
## 2 0.009493938 0.0042878651 1.869292e-02 0.0170201715 0.0246005033
## 3 0.005469355 0.0022308909 2.246492e-03 0.0431221266 0.0069656442
## 4 0.007798001 0.0195599840 3.647064e-02 0.0257586828 0.0184477356
## 5 0.020445949 0.0207827210 2.502608e-02 0.0008077446 0.0298119762
## 6 0.002908574 0.0036096859 3.318920e-02 0.0045110901 0.0005069328
## 7 0.039512670 0.0198097724 3.047582e-02 0.0093538918 0.0165904965
## 8 0.020036070 0.0169055111 1.715587e-02 0.0189879783 0.0364937550
## 9 0.004271171 0.0018587447 2.790802e-02 0.0142569460 0.0141646230
## 10 0.002865449 0.0207473082 1.152939e-02 0.0248510128 0.0168177139
## 11 0.005629982 0.0279877482 8.317954e-03 0.0115328840 0.0056323336
## 12 0.030544873 0.0142068481 6.273583e-03 0.0063630024 0.0106783307
## 13 0.012036774 0.0064925523 2.509098e-02 0.0076141741 0.0108427881
## 14 0.023831901 0.0115289516 6.137766e-04 0.0009855782 0.0530934386
## 15 0.006551820 0.0112093208 6.532386e-03 0.0153950713 0.0143380328
## 16 0.004712244 0.0268411053 9.816194e-03 0.0059739319 0.0186116710
## 17 0.011950370 0.0140340932 7.340199e-03 0.0269439299 0.0029602518
## 18 0.002873330 0.0258902246 3.105452e-05 0.0284392617 0.0051393806
## 19 0.013579719 0.0380763440 2.263967e-02 0.0076574352 0.0406986876
## 20 0.005879548 0.0104511177 1.572457e-02 0.0164435018 0.0101204159
## 21 0.024870070 0.0001755179 2.947704e-02 0.0238725407 0.0413422780
## PC26.63 PC27.63 PC28.63 PC29.63 PC30.63
## 1 0.0014847483 0.0009007151 0.0116507850 0.022390072 0.006561350
## 2 0.0117664090 0.0074020110 0.0202215632 0.021625613 0.004257236
## 3 0.0278208041 0.0238494254 0.0040261805 0.001481527 0.009979675
## 4 0.0011233195 0.0143633379 0.0068910628 0.014289001 0.008523742
## 5 0.0027380049 0.0110302337 0.0346366529 0.009180850 0.039676581
## 6 0.0003158871 0.0161064805 0.0310532446 0.021717151 0.002443015
## 7 0.0051181020 0.0063438015 0.0086232152 0.006823199 0.008979528
## 8 0.0072406084 0.0116859249 0.0015291338 0.018357997 0.022055438
## 9 0.0119053616 0.0006898910 0.0012725009 0.002602080 0.005136345
## 10 0.0067012627 0.0032191445 0.0226700029 0.013510914 0.004357482
## 11 0.0261333384 0.0248746270 0.0065751489 0.057890936 0.005577981
## 12 0.0447906120 0.0025348205 0.0051737310 0.022239110 0.015189626
## 13 0.0070098740 0.0278829376 0.0084579786 0.004275274 0.014400389
## 14 0.0100751146 0.0272941525 0.0334229386 0.005321840 0.019245694
## 15 0.0134044875 0.0169060164 0.0079974356 0.010743440 0.012143080
## 16 0.0258224249 0.0041360179 0.0003579466 0.032402692 0.001930179
## 17 0.0172001321 0.0271992421 0.0127030288 0.016462168 0.029320502
## 18 0.0089707938 0.0055798663 0.0120209438 0.019050512 0.027274032
## 19 0.0124316709 0.0114830589 0.0364823634 0.010744052 0.005963509
## 20 0.0085011930 0.0023779315 0.0016878406 0.010480072 0.002272414
## 21 0.0069616337 0.0096606611 0.0298099019 0.016298914 0.014403410
## PC31.63 PC32.63 PC33.63 PC34.63 PC35.63
## 1 0.002604714 0.0088117414 0.0186021851 0.007046707 0.0015948782
## 2 0.024724147 0.0107931755 0.0221986133 0.046359549 0.0191663483
## 3 0.015263706 0.0162663946 0.0256329947 0.007418273 0.0140772299
## 4 0.020838625 0.0157810997 0.0139882628 0.001661142 0.0089635212
## 5 0.008333490 0.0097243273 0.0042953455 0.011510005 0.0379441453
## 6 0.037442747 0.0005015064 0.0002309027 0.003089519 0.0373922638
## 7 0.005485493 0.0129087503 0.0037075278 0.033242185 0.0015670642
## 8 0.010430419 0.0198103297 0.0239844111 0.001495123 0.0060221878
## 9 0.016745255 0.0203302489 0.0157160560 0.011693659 0.0448619736
## 10 0.005976028 0.0099387450 0.0242688886 0.007903039 0.0011581776
## 11 0.029615790 0.0002693448 0.0026487843 0.013277942 0.0225769892
## 12 0.025997518 0.0002837276 0.0198939309 0.026455511 0.0321950263
## 13 0.003058439 0.0104223994 0.0116722419 0.026510674 0.0001300507
## 14 0.020241797 0.0150279708 0.0112140731 0.002708258 0.0236953447
## 15 0.017783776 0.0043349495 0.0704368575 0.022220888 0.0302436071
## 16 0.010390315 0.0189195769 0.0089904297 0.008740235 0.0107143344
## 17 0.010651582 0.0200756744 0.0031951368 0.027047001 0.0074471883
## 18 0.016114617 0.0024506250 0.0078392791 0.003612524 0.0092341567
## 19 0.002653920 0.0416127144 0.0155586613 0.003838741 0.0135105192
## 20 0.014119625 0.0026422574 0.0049178259 0.025635072 0.0068490682
## 21 0.004278443 0.0118935751 0.0089021714 0.007621045 0.0060592091
## PC36.63 PC37.63 PC38.63 PC39.63 PC40.63
## 1 0.0063726829 0.0089586269 0.012716084 0.0095968710 0.0085283545
## 2 0.0043878701 0.0071293894 0.007958182 0.0026019229 0.0017444771
## 3 0.0067088770 0.0014423404 0.012314012 0.0237440060 0.0218981520
## 4 0.0063303252 0.0146810979 0.020140639 0.0107595988 0.0167439532
## 5 0.0197211996 0.0494494400 0.009883776 0.0165194707 0.0125435307
## 6 0.0153658244 0.0010882873 0.002571623 0.0017424902 0.0008616916
## 7 0.0282139147 0.0256849278 0.015024316 0.0115403387 0.0188130868
## 8 0.0215628649 0.0142566743 0.006427212 0.0174540399 0.0210740492
## 9 0.0009660533 0.0022041376 0.010954433 0.0048911315 0.0343827958
## 10 0.0021875264 0.0021328520 0.017632292 0.0342654009 0.0126524986
## 11 0.0112828676 0.0001471242 0.005862358 0.0174657127 0.0227976437
## 12 0.0066077647 0.0005811690 0.002713510 0.0237627252 0.0068078448
## 13 0.0090120708 0.0085366773 0.006155270 0.0226132142 0.0032526810
## 14 0.0131949955 0.0127104930 0.025403862 0.0276109560 0.0149122081
## 15 0.0059974433 0.0042520889 0.003650099 0.0008797659 0.0166138263
## 16 0.0025025539 0.0042662312 0.023206111 0.0006482205 0.0116785958
## 17 0.0006196092 0.0145370901 0.007350681 0.0399378925 0.0019282402
## 18 0.0097978922 0.0009912673 0.005899784 0.0095354676 0.0247832667
## 19 0.0071777203 0.0079565512 0.006085835 0.0151419351 0.0244244278
## 20 0.0062674117 0.0286619390 0.027859224 0.0138971240 0.0069091906
## 21 0.0022773733 0.0114042196 0.021948453 0.0222094329 0.0145312009
## PC41.63 PC42.63 PC43.63 PC44.63 PC45.63
## 1 2.276942e-03 1.417813e-02 0.010494063 0.0267086807 0.0231827607
## 2 7.651826e-03 3.030729e-02 0.025638410 0.0062154054 0.0082020224
## 3 5.180017e-05 6.340144e-03 0.007193893 0.0319733797 0.0012803085
## 4 2.193217e-02 9.234948e-03 0.016538650 0.0209427478 0.0288046473
## 5 5.176922e-03 1.284150e-02 0.027387216 0.0047822940 0.0136964431
## 6 2.542620e-02 1.704098e-02 0.014841274 0.0101314409 0.0088937564
## 7 8.162331e-05 3.426589e-03 0.009059190 0.0039600349 0.0102827115
## 8 6.719749e-03 9.407813e-05 0.025441821 0.0034489521 0.0023730569
## 9 1.542802e-02 7.578696e-04 0.031790385 0.0127900286 0.0189121535
## 10 8.513003e-03 1.291621e-02 0.010799224 0.0039900158 0.0073309416
## 11 2.937106e-02 8.076627e-03 0.008436541 0.0013950552 0.0011189952
## 12 2.964824e-02 1.003301e-02 0.015526534 0.0119409846 0.0064579627
## 13 1.157027e-02 3.483194e-02 0.017869632 0.0150544850 0.0319442623
## 14 6.551731e-03 2.801652e-02 0.009297284 0.0235046652 0.0201379579
## 15 1.351956e-02 2.182742e-02 0.005071890 0.0083764360 0.0040840683
## 16 2.736056e-02 6.811210e-03 0.000795879 0.0004903914 0.0004736047
## 17 4.918339e-03 1.712606e-03 0.002421392 0.0281666589 0.0104766762
## 18 7.506388e-03 6.405567e-03 0.014848294 0.0038236898 0.0255710194
## 19 1.884292e-02 1.510858e-02 0.018589551 0.0271785172 0.0044240828
## 20 5.362196e-02 9.034944e-03 0.015147490 0.0271171771 0.0173251752
## 21 1.659385e-02 5.326793e-03 0.009967116 0.0201928208 0.0019298222
## PC46.63 PC47.63 PC48.63 PC49.63 PC50.63
## 1 2.061208e-02 0.011164798 0.0175787353 0.031930753 0.001016970
## 2 2.074739e-02 0.001122818 0.0036871116 0.001709257 0.006240370
## 3 3.594276e-03 0.015753084 0.0080186210 0.001047132 0.005445827
## 4 2.497439e-02 0.009558361 0.0255371553 0.018831624 0.023069952
## 5 1.102810e-02 0.014846850 0.0004276145 0.005165856 0.014857729
## 6 2.071444e-02 0.005529082 0.0323802009 0.016529460 0.027753760
## 7 2.272018e-02 0.014934089 0.0025083826 0.027603506 0.012374253
## 8 1.165617e-03 0.023025591 0.0108297882 0.002611124 0.010216667
## 9 2.432678e-02 0.005700495 0.0021194433 0.007807132 0.025720018
## 10 2.109297e-03 0.006442321 0.0005942735 0.030270919 0.015564149
## 11 7.033337e-05 0.005450552 0.0227008622 0.006134355 0.024858315
## 12 1.728592e-02 0.013472409 0.0172595371 0.001264596 0.022353713
## 13 6.517117e-03 0.014022444 0.0069289708 0.011638277 0.017361765
## 14 2.228623e-02 0.008961923 0.0108190716 0.023067268 0.002541055
## 15 7.130567e-03 0.023543525 0.0131812142 0.004030878 0.018934052
## 16 1.786810e-03 0.021218828 0.0169643900 0.019034109 0.027868497
## 17 1.516075e-02 0.002406753 0.0476914612 0.014883303 0.008035400
## 18 1.543895e-02 0.011517002 0.0323712131 0.030152235 0.006555485
## 19 2.149725e-02 0.021049340 0.0390563310 0.007531165 0.023675433
## 20 1.834548e-03 0.022946270 0.0144279187 0.019484799 0.033981303
## 21 4.117853e-03 0.007365747 0.0101160141 0.019086387 0.007088152
## PC51.63 PC52.63 PC53.63 PC54.63 PC55.63
## 1 4.127861e-04 0.016650568 0.008981783 0.0147658552 0.0081063803
## 2 2.907592e-02 0.002930999 0.037960831 0.0320571934 0.0027015202
## 3 5.053185e-05 0.010399101 0.005039820 0.0156212113 0.0375884773
## 4 1.635496e-02 0.003342822 0.004958112 0.0329088967 0.0127457601
## 5 2.577234e-02 0.010937998 0.001083160 0.0153962332 0.0134792462
## 6 3.225533e-03 0.009809450 0.006968632 0.0010971014 0.0170561667
## 7 4.994319e-03 0.021026577 0.021806343 0.0229360323 0.0016926755
## 8 3.134993e-02 0.026137646 0.032660569 0.0143283040 0.0017381732
## 9 1.180968e-02 0.048425270 0.034732321 0.0147438510 0.0001741339
## 10 1.886517e-02 0.011721599 0.008416412 0.0300685024 0.0118851146
## 11 1.741476e-02 0.003283311 0.016150887 0.0250851364 0.0044339644
## 12 7.432091e-03 0.015030708 0.007303563 0.0042939071 0.0346327047
## 13 5.893053e-03 0.009767312 0.024314447 0.0171445546 0.0324275632
## 14 6.826216e-03 0.027658524 0.002635383 0.0026470887 0.0168570773
## 15 3.005869e-02 0.026442880 0.005276200 0.0181709192 0.0093481064
## 16 2.850958e-02 0.018949358 0.023989658 0.0229405306 0.0199564132
## 17 6.677501e-04 0.022416943 0.004682859 0.0098045072 0.0003477724
## 18 1.617872e-02 0.019927127 0.024906244 0.0505674779 0.0137039903
## 19 1.543264e-02 0.024887811 0.007398414 0.0111963175 0.0067305232
## 20 7.912042e-03 0.010260133 0.022498966 0.0009282111 0.0083899575
## 21 2.707232e-03 0.003781265 0.001241339 0.0117976569 0.0125689956
## PC56.63 PC57.63 PC58.63 PC59.63 PC60.63
## 1 0.0156387889 0.003551195 0.0157120649 0.0621908383 0.0247831934
## 2 0.0086863854 0.025668534 0.0128126667 0.0114304209 0.0201215702
## 3 0.0067186803 0.024173606 0.0030323568 0.0530815041 0.0033919948
## 4 0.0212585522 0.004880840 0.0320283684 0.0203038577 0.0109428327
## 5 0.0058437591 0.034896860 0.0081864685 0.0082769177 0.0149502251
## 6 0.0204379417 0.022205092 0.0057568211 0.0173497481 0.0146415426
## 7 0.0483129522 0.010184136 0.0078136921 0.0021907568 0.0009684508
## 8 0.0148300282 0.014014729 0.0322233127 0.0106048859 0.0050090322
## 9 0.0074701610 0.018349274 0.0214583591 0.0062059528 0.0043946798
## 10 0.0415885848 0.005425375 0.0192126686 0.0155819095 0.0086626760
## 11 0.0187162825 0.008755823 0.0163066446 0.0161335561 0.0411753410
## 12 0.0038938297 0.006088869 0.0330127589 0.0146032574 0.0035787723
## 13 0.0196462852 0.015850681 0.0009472866 0.0142924798 0.0142052170
## 14 0.0009952676 0.002822010 0.0055128938 0.0008688294 0.0223367110
## 15 0.0129663081 0.025193166 0.0409487207 0.0057102701 0.0243726948
## 16 0.0014114125 0.034573808 0.0005703724 0.0018083873 0.0071341350
## 17 0.0338410841 0.006799493 0.0045794819 0.0035929535 0.0021104248
## 18 0.0069350531 0.024151364 0.0023957447 0.0163338902 0.0181725314
## 19 0.0091918884 0.013577905 0.0152486166 0.0036510912 0.0218361221
## 20 0.0149906316 0.017295450 0.0396379065 0.0240006900 0.0191659143
## 21 0.0145767767 0.023335306 0.0436314943 0.0047447292 0.0121932220
## PC61.63 PC62.63 PC63.63 PC64.63 PC65.63
## 1 0.0225499796 0.0030781720 0.004417592 0.05417469 0.010890913
## 2 0.0158693475 0.0223570487 0.012143539 0.04162121 0.023021525
## 3 0.0181095413 0.0003451716 0.026490567 0.04019839 0.026674624
## 4 0.0084561941 0.0109221520 0.023620548 0.03704678 0.003178783
## 5 0.0028287931 0.0085221090 0.003799427 0.03678480 0.017382709
## 6 0.0303494108 0.0002165496 0.001920552 0.03574126 0.002299145
## 7 0.0298568958 0.0059643847 0.013778415 0.03496345 0.019003963
## 8 0.0025872399 0.0372843347 0.001782576 0.03278891 0.019945987
## 9 0.0193397179 0.0247199554 0.003478084 0.03099443 0.009459517
## 10 0.0174207142 0.0003912263 0.010769324 0.02632752 0.041923268
## 11 0.0001218313 0.0126564643 0.018837528 0.02588255 0.006652772
## 12 0.0378627010 0.0005669022 0.010293710 0.02573370 0.008161305
## 13 0.0054475466 0.0475253117 0.027747199 0.02402748 0.015129212
## 14 0.0011799586 0.0069445754 0.025170782 0.02370997 0.032287596
## 15 0.0042315599 0.0142867096 0.011847992 0.02333020 0.032127426
## 16 0.0287538718 0.0022581916 0.006231804 0.02299969 0.004484612
## 17 0.0116719379 0.0065130007 0.016457479 0.02266063 0.016685677
## 18 0.0031759442 0.0053904598 0.020334733 0.02220599 0.035747545
## 19 0.0117795543 0.0142687579 0.002854571 0.02115731 0.011030383
## 20 0.0162601209 0.0086813661 0.021279774 0.02071774 0.001980126
## 21 0.0393901162 0.0175876442 0.019908384 0.01979798 0.011752855
## PC66.63 PC67.63 PC68.63
## 1 0.029056473 0.0427850577 0.0218348280
## 2 0.015915069 0.0027208380 0.0199583902
## 3 0.019508073 0.0033549502 0.0006156937
## 4 0.009898796 0.0194024863 0.0093175439
## 5 0.003434451 0.0086997299 0.0356690038
## 6 0.000491490 0.0381285435 0.0013843133
## 7 0.003949686 0.0049023949 0.0015280487
## 8 0.025869868 0.0243029388 0.0238644148
## 9 0.008111490 0.0188816623 0.0070064984
## 10 0.016629126 0.0038822470 0.0056948558
## 11 0.006601839 0.0136076170 0.0115046748
## 12 0.009185125 0.0072343224 0.0099774894
## 13 0.001768470 0.0008809235 0.0202401258
## 14 0.004156180 0.0235351123 0.0017110830
## 15 0.006111559 0.0040435596 0.0253828798
## 16 0.049476845 0.0147944324 0.0059881318
## 17 0.023528320 0.0312086770 0.0180189870
## 18 0.020345896 0.0087623847 0.0126924120
## 19 0.003632873 0.0096273589 0.0027170047
## 20 0.009463586 0.0097470611 0.0017762703
## 21 0.017684054 0.0582678860 0.0142583315
## programN.64 PC1.64 PC2.64
## 1 Curriculum.and.Teaching 0.0063964291 0.020275903
## 2 Change.Leadership 0.0398648928 0.001507808
## 3 Deaf.and.Hard.of.Hearing 0.0004832062 0.030295644
## 4 Creative.Technologies 0.0063038828 0.009043693
## 5 Clinical.Psychology 0.0222027764 0.037195249
## 6 Movement.Science 0.0133424668 0.022352574
## 7 International.and.Comparative.Education 0.0211310159 0.021317674
## 8 Linguistics 0.0049473310 0.007329538
## 9 Physiology 0.0145740709 0.036751371
## 10 Arts.Administration 0.0307983700 0.007006109
## 11 Bilingual.Bicultural.Education 0.0276069141 0.013406975
## 12 Sexuality..Women.and.Gender.in.Psychology 0.0216615570 0.026960344
## 13 Economics.and.Education 0.0335918287 0.008906657
## 14 Education.Technology 0.0103418372 0.014739512
## 15 Inclusive.Education 0.0170615072 0.010920638
## 16 Counseling.Psychology 0.0123253710 0.029778751
## 17 Cognitive.Science 0.0004729092 0.017468663
## 18 Spirituality.Mind.Body 0.0189628490 0.025446601
## 19 Psychological.Counseling 0.0056757968 0.030173588
## 20 History 0.0266635454 0.002442781
## 21 Neuroscience 0.0082813494 0.034657422
## PC3.64 PC4.64 PC5.64 PC6.64 PC7.64
## 1 0.0124009592 0.0210893447 0.002122926 0.016954730 0.0030758181
## 2 0.0131650993 0.0212088348 0.009947538 0.018783905 0.0044568386
## 3 0.0003625311 0.0332722791 0.008320232 0.017611053 0.0294805533
## 4 0.0385378293 0.0179023826 0.004379405 0.016480590 0.0152499965
## 5 0.0031620282 0.0011901552 0.004759591 0.014555141 0.0204610368
## 6 0.0138144761 0.0083708817 0.002063737 0.027826402 0.0039635750
## 7 0.0015737879 0.0026405401 0.015324399 0.015610297 0.0005809751
## 8 0.0065879987 0.0541071873 0.020840874 0.002524565 0.0234047813
## 9 0.0037967058 0.0192356188 0.005857138 0.004765513 0.0085070441
## 10 0.0247494405 0.0064167536 0.028090936 0.009918087 0.0054056539
## 11 0.0068110215 0.0283298432 0.005426524 0.018713220 0.0284029244
## 12 0.0039637231 0.0126042931 0.023231967 0.024114881 0.0164765555
## 13 0.0028566709 0.0191995859 0.018205005 0.001985077 0.0078716548
## 14 0.0404940795 0.0014398348 0.026545860 0.003517396 0.0120136951
## 15 0.0032186462 0.0005861185 0.022383499 0.029782550 0.0152540510
## 16 0.0088381747 0.0129449950 0.028289532 0.017956821 0.0229427356
## 17 0.0481096185 0.0224692585 0.009744760 0.012069745 0.0079184629
## 18 0.0047636957 0.0013372900 0.027049326 0.015386304 0.0198756430
## 19 0.0132593925 0.0271907105 0.023092825 0.018538529 0.0011510428
## 20 0.0015556889 0.0021290297 0.053094195 0.005603208 0.0024226234
## 21 0.0274107594 0.0046522158 0.006940352 0.017080153 0.0031980504
## PC8.64 PC9.64 PC10.64 PC11.64 PC12.64
## 1 1.123537e-02 0.044147375 0.0024636900 0.0271519370 0.005730825
## 2 4.742287e-05 0.003735709 0.0179235215 0.0139374341 0.002607609
## 3 1.119341e-02 0.017047241 0.0148158096 0.0154384187 0.017948213
## 4 2.948344e-02 0.010511664 0.0101118600 0.0151849878 0.004083316
## 5 9.670310e-03 0.007534750 0.0044329389 0.0003156260 0.021808217
## 6 1.000377e-02 0.010125142 0.0290958703 0.0117644984 0.017848456
## 7 4.957592e-02 0.009503601 0.0015536521 0.0405829182 0.007378154
## 8 1.706246e-02 0.012953165 0.0343666431 0.0109762958 0.003705706
## 9 1.210306e-02 0.013003430 0.0099895795 0.0350039915 0.016826299
## 10 8.087988e-03 0.015575526 0.0017274695 0.0087334005 0.008750914
## 11 4.377948e-03 0.021853686 0.0227016327 0.0266235598 0.005235833
## 12 1.333939e-02 0.020629130 0.0133064824 0.0280992606 0.013508356
## 13 9.713329e-03 0.017746346 0.0159588397 0.0104475007 0.009214677
## 14 3.468091e-03 0.006246917 0.0001833444 0.0071108922 0.011552105
## 15 7.121800e-03 0.009367531 0.0180083256 0.0356482459 0.013713649
## 16 5.853131e-03 0.013784837 0.0033630092 0.0148763008 0.013181806
## 17 8.982845e-03 0.009327772 0.0019688466 0.0324856926 0.001500996
## 18 1.885410e-03 0.031791399 0.0086626499 0.0006241734 0.003869211
## 19 6.924103e-04 0.017994401 0.0007766548 0.0227095128 0.005072075
## 20 1.587315e-02 0.001431406 0.0028922222 0.0052773453 0.016671175
## 21 6.005044e-03 0.024451768 0.0084495571 0.0012817421 0.009221666
## PC13.64 PC14.64 PC15.64 PC16.64 PC17.64
## 1 0.0151856779 9.766448e-03 0.0484631208 0.027299040 0.018711407
## 2 0.0073583512 1.462565e-02 0.0120026413 0.011577729 0.010627783
## 3 0.0281445419 5.146053e-03 0.0250297453 0.025337306 0.014466611
## 4 0.0175345238 8.110235e-05 0.0111792907 0.025003269 0.015750499
## 5 0.0003086636 6.200889e-03 0.0038287891 0.004582990 0.040696136
## 6 0.0281853960 6.807376e-03 0.0049308252 0.051505417 0.012435917
## 7 0.0044826857 1.144092e-02 0.0122508356 0.002374252 0.006049003
## 8 0.0193361508 2.950900e-03 0.0103048342 0.014187673 0.003914251
## 9 0.0110960670 1.699382e-04 0.0058982743 0.018227567 0.009026677
## 10 0.0006597047 3.852231e-03 0.0112515795 0.012968430 0.003932161
## 11 0.0100731292 1.194451e-03 0.0094952899 0.015421788 0.004293086
## 12 0.0095990422 2.827734e-03 0.0241542699 0.003440244 0.004158080
## 13 0.0059522552 3.166396e-02 0.0001306213 0.004179001 0.027865203
## 14 0.0390417431 3.314764e-02 0.0103980243 0.030173068 0.025156509
## 15 0.0006533485 1.226104e-02 0.0203852487 0.012446626 0.028783254
## 16 0.0017390673 3.268060e-03 0.0377580394 0.011238361 0.010338284
## 17 0.0005854564 3.172296e-03 0.0060985846 0.005252680 0.025748136
## 18 0.0037619987 3.345704e-02 0.0048381914 0.010811923 0.005626542
## 19 0.0051420483 2.445789e-02 0.0078050072 0.011878138 0.017712204
## 20 0.0013146984 2.257531e-02 0.0144500273 0.007566383 0.008631473
## 21 0.0026982800 9.149750e-04 0.0385331983 0.030638579 0.004617344
## PC18.64 PC19.64 PC20.64 PC21.64 PC22.64
## 1 5.982723e-03 0.029691707 0.016885039 0.0028654487 0.020747308
## 2 7.426459e-03 0.008412830 0.005304519 0.0086090480 0.001701926
## 3 2.150548e-02 0.012970412 0.009701404 0.0028733298 0.025890225
## 4 7.826559e-03 0.027600464 0.025465545 0.0238319011 0.011528952
## 5 4.627692e-03 0.009859608 0.008355508 0.0065518197 0.011209321
## 6 2.232340e-02 0.009565153 0.023047859 0.0224158755 0.026599861
## 7 1.015209e-02 0.022615270 0.016462858 0.0197272744 0.016701146
## 8 3.411347e-03 0.018170476 0.015847075 0.0054693550 0.002230891
## 9 1.496784e-02 0.012278341 0.021873948 0.0014018943 0.008686369
## 10 2.030536e-02 0.010654843 0.032358351 0.0205976022 0.001381994
## 11 1.559885e-03 0.001341294 0.015515080 0.0197209359 0.018648958
## 12 1.305328e-02 0.013975436 0.017997007 0.0094939382 0.004287865
## 13 1.331503e-02 0.005162463 0.013509464 0.0142961062 0.040630494
## 14 9.632558e-06 0.010378777 0.006710492 0.0099926366 0.016425594
## 15 4.493760e-02 0.010910470 0.013056997 0.0002768048 0.012153475
## 16 1.201114e-02 0.008866299 0.016796180 0.0370311571 0.025098705
## 17 1.073604e-02 0.029120880 0.006395776 0.0298789547 0.012571903
## 18 2.537453e-02 0.028356459 0.001906876 0.0137954478 0.002079064
## 19 2.923849e-02 0.019815966 0.013080943 0.0434413242 0.002273451
## 20 1.527903e-02 0.011884667 0.004470544 0.0121759984 0.024553718
## 21 2.223775e-02 0.011392769 0.001406500 0.0200360698 0.016905511
## PC23.64 PC24.64 PC25.64 PC26.64 PC27.64
## 1 1.152939e-02 0.0248510128 0.016817714 0.006701263 0.003219144
## 2 5.442440e-03 0.0288479627 0.016647952 0.004553920 0.002824760
## 3 3.105452e-05 0.0284392617 0.005139381 0.008970794 0.005579866
## 4 6.137766e-04 0.0009855782 0.053093439 0.010075115 0.027294153
## 5 6.532386e-03 0.0153950713 0.014338033 0.013404488 0.016906016
## 6 2.215983e-03 0.0246291856 0.039533899 0.007545436 0.006170652
## 7 9.703993e-03 0.0031659007 0.028178329 0.015454890 0.004233637
## 8 2.246492e-03 0.0431221266 0.006965644 0.027820804 0.023849425
## 9 6.160452e-03 0.0091902405 0.013274796 0.023506191 0.030570803
## 10 1.611340e-02 0.0239016203 0.023221766 0.028508931 0.004575269
## 11 3.324447e-02 0.0041696083 0.004413228 0.033307539 0.009299084
## 12 1.869292e-02 0.0170201715 0.024600503 0.011766409 0.007402011
## 13 7.084295e-03 0.0185943544 0.010844615 0.005448896 0.018845067
## 14 1.114338e-02 0.0039617487 0.019214883 0.015449554 0.001235330
## 15 2.278943e-02 0.0244319393 0.023077430 0.031646744 0.004983032
## 16 9.036125e-03 0.0207327968 0.008120861 0.009696782 0.008100478
## 17 1.637245e-02 0.0226486866 0.006536371 0.009058300 0.033969504
## 18 1.751424e-02 0.0142397749 0.014382336 0.016157291 0.045126385
## 19 8.232161e-03 0.0044123689 0.002787222 0.006663096 0.014710568
## 20 1.211472e-02 0.0094417861 0.005294958 0.002012743 0.013727667
## 21 1.715587e-02 0.0189879783 0.036493755 0.007240608 0.011685925
## PC28.64 PC29.64 PC30.64 PC31.64 PC32.64
## 1 0.0226700029 0.0135109145 0.0043574821 0.005976028 0.009938745
## 2 0.0023690702 0.0153930982 0.0313193143 0.008064735 0.027402388
## 3 0.0120209438 0.0190505117 0.0272740322 0.016114617 0.002450625
## 4 0.0334229386 0.0053218395 0.0192456939 0.020241797 0.015027971
## 5 0.0079974356 0.0107434404 0.0121430804 0.017783776 0.004334949
## 6 0.0006502502 0.0079459212 0.0047980546 0.018721575 0.001722040
## 7 0.0166195309 0.0044553004 0.0012666083 0.031534574 0.014918296
## 8 0.0040261805 0.0014815269 0.0099796751 0.015263706 0.016266395
## 9 0.0230332210 0.0311965366 0.0151084641 0.037636745 0.020824063
## 10 0.0178182088 0.0342700445 0.0161297440 0.015579713 0.001445467
## 11 0.0177794941 0.0125933448 0.0140681962 0.017370669 0.003597857
## 12 0.0202215632 0.0216256132 0.0042572359 0.024724147 0.010793176
## 13 0.0076901521 0.0143016592 0.0055766737 0.008902280 0.038486901
## 14 0.0051601802 0.0005887637 0.0137612984 0.001719340 0.015130442
## 15 0.0307676886 0.0139480559 0.0420758605 0.004499735 0.011916066
## 16 0.0114107699 0.0061351084 0.0024903267 0.054161838 0.016754407
## 17 0.0117121742 0.0232502842 0.0104910231 0.028416820 0.003474786
## 18 0.0047443445 0.0131365729 0.0082984556 0.012642267 0.023680593
## 19 0.0308812199 0.0103775123 0.0001298397 0.008169168 0.018454614
## 20 0.0255845394 0.0110504073 0.0484028724 0.017759978 0.014514086
## 21 0.0015291338 0.0183579973 0.0220554381 0.010430419 0.019810330
## PC33.64 PC34.64 PC35.64 PC36.64 PC37.64
## 1 0.0242688886 0.0079030393 0.001158178 0.002187526 0.0021328520
## 2 0.0063193302 0.0450600447 0.012806501 0.013685729 0.0265864915
## 3 0.0078392791 0.0036125245 0.009234157 0.009797892 0.0009912673
## 4 0.0112140731 0.0027082578 0.023695345 0.013194995 0.0127104930
## 5 0.0704368575 0.0222208884 0.030243607 0.005997443 0.0042520889
## 6 0.0168366794 0.0131869014 0.014779099 0.028092848 0.0059499535
## 7 0.0186299837 0.0186326257 0.010350318 0.035065446 0.0300963681
## 8 0.0256329947 0.0074182728 0.014077230 0.006708877 0.0014423404
## 9 0.0172165126 0.0208803279 0.017956477 0.023148045 0.0342251827
## 10 0.0009011486 0.0091688055 0.024454564 0.026771490 0.0102853461
## 11 0.0144664079 0.0040790932 0.011186146 0.010576620 0.0191619692
## 12 0.0221986133 0.0463595486 0.019166348 0.004387870 0.0071293894
## 13 0.0295180523 0.0115448747 0.008139444 0.008770795 0.0362312798
## 14 0.0205969389 0.0337535404 0.006598693 0.023176107 0.0480802380
## 15 0.0032904695 0.0175358222 0.011778460 0.005876314 0.0175596240
## 16 0.0067040547 0.0099485392 0.026016046 0.001913292 0.0009117208
## 17 0.0018882861 0.0099352587 0.003505102 0.008819793 0.0068110633
## 18 0.0518837932 0.0002319862 0.029942506 0.012214891 0.0014173027
## 19 0.0295608177 0.0123647695 0.018798020 0.002855796 0.0286790383
## 20 0.0042574736 0.0230322985 0.004228707 0.013919346 0.0060609155
## 21 0.0239844111 0.0014951231 0.006022188 0.021562865 0.0142566743
## PC38.64 PC39.64 PC40.64 PC41.64 PC42.64
## 1 0.017632292 3.426540e-02 1.265250e-02 8.513003e-03 1.291621e-02
## 2 0.017914765 2.335241e-02 1.025992e-02 9.712448e-03 2.871039e-02
## 3 0.005899784 9.535468e-03 2.478327e-02 7.506388e-03 6.405567e-03
## 4 0.025403862 2.761096e-02 1.491221e-02 6.551731e-03 2.801652e-02
## 5 0.003650099 8.797659e-04 1.661383e-02 1.351956e-02 2.182742e-02
## 6 0.010549189 2.124026e-02 3.696235e-02 2.313443e-03 1.270485e-02
## 7 0.019489996 7.544927e-03 7.898263e-05 8.608210e-03 4.897263e-03
## 8 0.012314012 2.374401e-02 2.189815e-02 5.180017e-05 6.340144e-03
## 9 0.001936499 2.253919e-02 1.376366e-02 1.823445e-02 2.394877e-02
## 10 0.043045569 1.190450e-02 6.646896e-03 1.045714e-02 3.279043e-03
## 11 0.006130624 1.113405e-02 1.016935e-02 3.134918e-02 1.946398e-02
## 12 0.007958182 2.601923e-03 1.744477e-03 7.651826e-03 3.030729e-02
## 13 0.007465190 2.348729e-03 1.088616e-02 1.407954e-02 2.479572e-02
## 14 0.019885236 4.167164e-03 1.610367e-02 2.694603e-02 3.763938e-02
## 15 0.008483998 1.944366e-02 4.911617e-03 1.654482e-02 6.804155e-03
## 16 0.018358323 1.120532e-03 1.763951e-02 5.428476e-03 1.245694e-02
## 17 0.024973398 1.101036e-02 7.382782e-03 7.596383e-03 1.594416e-02
## 18 0.017385192 1.130400e-02 1.164110e-02 6.057619e-03 1.306039e-02
## 19 0.019406810 4.717609e-03 8.846041e-05 3.456438e-02 1.836452e-02
## 20 0.021004263 6.512379e-06 5.594068e-03 1.247736e-02 9.094251e-03
## 21 0.006427212 1.745404e-02 2.107405e-02 6.719749e-03 9.407813e-05
## PC43.64 PC44.64 PC45.64 PC46.64 PC47.64
## 1 0.010799224 0.003990016 7.330942e-03 0.002109297 0.006442321
## 2 0.006222037 0.006297690 1.009946e-03 0.001334873 0.017586159
## 3 0.014848294 0.003823690 2.557102e-02 0.015438946 0.011517002
## 4 0.009297284 0.023504665 2.013796e-02 0.022286234 0.008961923
## 5 0.005071890 0.008376436 4.084068e-03 0.007130567 0.023543525
## 6 0.029189045 0.017318498 1.161915e-06 0.021883359 0.008104742
## 7 0.031992737 0.000470291 1.648921e-02 0.011233530 0.015659433
## 8 0.007193893 0.031973380 1.280308e-03 0.003594276 0.015753084
## 9 0.008844516 0.017324525 4.533967e-03 0.007415926 0.004281852
## 10 0.012522541 0.012428756 3.613163e-02 0.008812361 0.016296884
## 11 0.041690854 0.024902120 1.478015e-02 0.015754227 0.027899756
## 12 0.025638410 0.006215405 8.202022e-03 0.020747391 0.001122818
## 13 0.012356058 0.032776840 9.293799e-03 0.020395223 0.030644414
## 14 0.023721813 0.016684992 1.983235e-02 0.010580637 0.009689343
## 15 0.025870268 0.021073416 2.270468e-02 0.019649372 0.021996065
## 16 0.001661266 0.018544698 1.035752e-02 0.032467065 0.003999521
## 17 0.017425841 0.008043164 6.187667e-03 0.023450185 0.024833995
## 18 0.012726169 0.001331992 1.879350e-02 0.006022074 0.008953379
## 19 0.007491548 0.055101508 1.412321e-02 0.043293162 0.006908056
## 20 0.003859800 0.022452274 3.039867e-02 0.014451516 0.023350257
## 21 0.025441821 0.003448952 2.373057e-03 0.001165617 0.023025591
## PC48.64 PC49.64 PC50.64 PC51.64 PC52.64
## 1 5.942735e-04 0.030270919 0.015564149 1.886517e-02 0.011721599
## 2 1.743466e-02 0.037671790 0.014554541 1.279039e-02 0.006595781
## 3 3.237121e-02 0.030152235 0.006555485 1.617872e-02 0.019927127
## 4 1.081907e-02 0.023067268 0.002541055 6.826216e-03 0.027658524
## 5 1.318121e-02 0.004030878 0.018934052 3.005869e-02 0.026442880
## 6 8.913114e-03 0.010557901 0.005535724 1.992136e-02 0.009049887
## 7 7.727190e-03 0.017799228 0.014726577 8.028780e-03 0.020504678
## 8 8.018621e-03 0.001047132 0.005445827 5.053185e-05 0.010399101
## 9 1.911645e-02 0.005849950 0.016530684 3.794714e-02 0.008881274
## 10 8.809708e-05 0.040440421 0.045064161 1.704745e-03 0.002983082
## 11 1.865224e-02 0.005286181 0.025827223 3.489990e-02 0.015408438
## 12 3.687112e-03 0.001709257 0.006240370 2.907592e-02 0.002930999
## 13 6.567045e-03 0.012669433 0.006777031 1.892939e-02 0.012817131
## 14 1.235315e-02 0.013607762 0.008246064 5.577876e-03 0.022300422
## 15 3.254416e-03 0.005851927 0.006151315 3.929382e-02 0.033265264
## 16 6.027365e-03 0.001924934 0.018825350 8.181411e-03 0.013774740
## 17 1.234168e-02 0.018043596 0.017335830 1.183495e-02 0.015759341
## 18 7.408922e-03 0.010716036 0.006469793 4.593128e-03 0.009343880
## 19 1.198624e-02 0.007858785 0.007771809 7.122451e-04 0.021253623
## 20 4.104485e-03 0.001196755 0.017045112 4.650066e-02 0.001842569
## 21 1.082979e-02 0.002611124 0.010216667 3.134993e-02 0.026137646
## PC53.64 PC54.64 PC55.64 PC56.64 PC57.64
## 1 0.008416412 0.0300685024 0.011885115 0.0415885848 0.0054253755
## 2 0.003618429 0.0276847937 0.007335354 0.0172721071 0.0114711009
## 3 0.024906244 0.0505674779 0.013703990 0.0069350531 0.0241513644
## 4 0.002635383 0.0026470887 0.016857077 0.0009952676 0.0028220103
## 5 0.005276200 0.0181709192 0.009348106 0.0129663081 0.0251931664
## 6 0.012093233 0.0117237385 0.001936032 0.0031441580 0.0104315489
## 7 0.009120534 0.0252850929 0.021448616 0.0049754763 0.0176453904
## 8 0.005039820 0.0156212113 0.037588477 0.0067186803 0.0241736063
## 9 0.003507931 0.0166824679 0.010452593 0.0340629232 0.0041799317
## 10 0.003351440 0.0153960358 0.001909226 0.0220527414 0.0189498703
## 11 0.024081638 0.0049659548 0.020777903 0.0174283978 0.0092653191
## 12 0.037960831 0.0320571934 0.002701520 0.0086863854 0.0256685339
## 13 0.011242524 0.0129525274 0.008771557 0.0009341546 0.0110941329
## 14 0.009894996 0.0021540562 0.022890080 0.0066379636 0.0150600203
## 15 0.001446061 0.0125827955 0.010956228 0.0011959113 0.0203059421
## 16 0.024557649 0.0017917463 0.021067524 0.0049683435 0.0001933771
## 17 0.021273601 0.0232615693 0.020646382 0.0001945403 0.0299042747
## 18 0.035390773 0.0212149380 0.020476250 0.0097613192 0.0034046792
## 19 0.016209640 0.0001327207 0.001841351 0.0193079703 0.0249291572
## 20 0.033400561 0.0222085762 0.015060979 0.0266252000 0.0216577643
## 21 0.032660569 0.0143283040 0.001738173 0.0148300282 0.0140147292
## PC58.64 PC59.64 PC60.64 PC61.64 PC62.64
## 1 0.0192126686 0.0155819095 0.008662676 0.0174207142 0.0003912263
## 2 0.0333398061 0.0206921302 0.004722329 0.0336465824 0.0271619573
## 3 0.0023957447 0.0163338902 0.018172531 0.0031759442 0.0053904598
## 4 0.0055128938 0.0008688294 0.022336711 0.0011799586 0.0069445754
## 5 0.0409487207 0.0057102701 0.024372695 0.0042315599 0.0142867096
## 6 0.0053606678 0.0107233646 0.011286181 0.0059417241 0.0234319257
## 7 0.0127410397 0.0018245179 0.012420504 0.0189889279 0.0200988905
## 8 0.0030323568 0.0530815041 0.003391995 0.0181095413 0.0003451716
## 9 0.0322035596 0.0114455837 0.017631436 0.0009550841 0.0039387227
## 10 0.0057354535 0.0177952340 0.010903014 0.0074240515 0.0128791331
## 11 0.0150806355 0.0045754059 0.005582064 0.0033816502 0.0257091467
## 12 0.0128126667 0.0114304209 0.020121570 0.0158693475 0.0223570487
## 13 0.0410441146 0.0225432489 0.017457682 0.0333399449 0.0301735035
## 14 0.0125730627 0.0070863118 0.016131762 0.0218361152 0.0191882290
## 15 0.0113508668 0.0170113237 0.017833043 0.0169844203 0.0006758373
## 16 0.0046913547 0.0446585875 0.015132981 0.0113489320 0.0001915041
## 17 0.0131431079 0.0414309789 0.027264944 0.0233876152 0.0150682489
## 18 0.0261966325 0.0179080313 0.005219550 0.0119490687 0.0214015455
## 19 0.0001651332 0.0240504419 0.002402079 0.0290625104 0.0022094006
## 20 0.0094062669 0.0064088133 0.003552943 0.0265464184 0.0230594742
## 21 0.0322233127 0.0106048859 0.005009032 0.0025872399 0.0372843347
## PC63.64 PC64.64 PC65.64 PC66.64 PC67.64
## 1 0.0107693238 0.0263275157 0.04192327 0.016629126 0.003882247
## 2 0.0361192561 0.0077472770 0.03626377 0.007197739 0.029118713
## 3 0.0203347332 0.0222059945 0.03574754 0.020345896 0.008762385
## 4 0.0251707820 0.0237099683 0.03228760 0.004156180 0.023535112
## 5 0.0118479917 0.0233301969 0.03212743 0.006111559 0.004043560
## 6 0.0451075179 0.0060157216 0.02874827 0.013447794 0.027817251
## 7 0.0198613772 0.0070435772 0.02828505 0.041175149 0.011310675
## 8 0.0264905672 0.0401983871 0.02667462 0.019508073 0.003354950
## 9 0.0009389781 0.0020680938 0.02652321 0.032522131 0.008916730
## 10 0.0212965070 0.0043032116 0.02537050 0.005015689 0.023712651
## 11 0.0191843733 0.0097488212 0.02494144 0.032972251 0.009886671
## 12 0.0121435390 0.0416212060 0.02302152 0.015915069 0.002720838
## 13 0.0149459237 0.0053521695 0.02299848 0.005718274 0.014423474
## 14 0.0030040760 0.0119618608 0.02221133 0.029049346 0.013784174
## 15 0.0043123255 0.0045730150 0.02207759 0.008488602 0.006659960
## 16 0.0319775393 0.0016717793 0.02146180 0.002179003 0.022118439
## 17 0.0073209843 0.0112315049 0.02028085 0.023902768 0.020705462
## 18 0.0239739262 0.0102944367 0.02026427 0.005381702 0.048069839
## 19 0.0070521237 0.0007189327 0.02026093 0.002539966 0.004856063
## 20 0.0205841234 0.0079861148 0.02013989 0.022269664 0.030188273
## 21 0.0017825756 0.0327889132 0.01994599 0.025869868 0.024302939
## PC68.64 programN.65 PC1.65
## 1 0.0056948558 Mathematics 0.0047741638
## 2 0.0001917411 Urban.Education 0.0281556432
## 3 0.0126924120 International.and.Comparative.Education 0.0211310159
## 4 0.0017110830 Anthropology 0.0072486176
## 5 0.0253828798 Bilingual.Bicultural.Education 0.0276069141
## 6 0.0109481637 Physiology 0.0145740709
## 7 0.0273981855 cluster 0.0167180336
## 8 0.0006156937 Education.Technology 0.0103418372
## 9 0.0119576270 Neuroscience 0.0082813494
## 10 0.0237488777 Developmental.Psychology 0.0134623097
## 11 0.0156976393 Politics 0.0310892184
## 12 0.0199583902 Cognitive.Science 0.0004729092
## 13 0.0194302042 English.Education 0.0092787177
## 14 0.0285520058 Health.Education 0.0089287273
## 15 0.0116888410 Instructional.Technology.and.Media 0.0012299612
## 16 0.0416938066 History 0.0266635454
## 17 0.0299029717 Leadership 0.0290675630
## 18 0.0103327468 Kinesiology 0.0091969249
## 19 0.0037756628 Deaf.and.Hard.of.Hearing 0.0004832062
## 20 0.0013267173 Philosophy 0.0071900348
## 21 0.0238644148 Linguistics 0.0049473310
## PC2.65 PC3.65 PC4.65 PC5.65 PC6.65
## 1 0.001823151 0.0463887703 0.008716536 0.018786976 0.0074538327
## 2 0.004910671 0.0076600332 0.011970240 0.029310308 0.0076374091
## 3 0.021317674 0.0015737879 0.002640540 0.015324399 0.0156102970
## 4 0.011392533 0.0050472881 0.024933330 0.014114775 0.0207416050
## 5 0.013406975 0.0068110215 0.028329843 0.005426524 0.0187132195
## 6 0.036751371 0.0037967058 0.019235619 0.005857138 0.0047655130
## 7 0.025842690 0.0405600152 0.037206851 0.021673463 0.0150258913
## 8 0.014739512 0.0404940795 0.001439835 0.026545860 0.0035173959
## 9 0.034657422 0.0274107594 0.004652216 0.006940352 0.0170801532
## 10 0.022812501 0.0003474403 0.000157270 0.010744894 0.0006575599
## 11 0.016924948 0.0029590339 0.023970624 0.007268134 0.0004427211
## 12 0.017468663 0.0481096185 0.022469258 0.009744760 0.0120697447
## 13 0.003928365 0.0054881232 0.053140566 0.009994085 0.0057419804
## 14 0.034147806 0.0143069974 0.018851937 0.005280302 0.0292497995
## 15 0.001435074 0.0411508592 0.013920560 0.005302009 0.0184542485
## 16 0.002442781 0.0015556889 0.002129030 0.053094195 0.0056032077
## 17 0.008565375 0.0086364809 0.030922191 0.003686220 0.0018731048
## 18 0.037890503 0.0098025730 0.002234410 0.006726859 0.0100511161
## 19 0.030295644 0.0003625311 0.033272279 0.008320232 0.0176110527
## 20 0.005726372 0.0015601839 0.009214838 0.021638555 0.0219661202
## 21 0.007329538 0.0065879987 0.054107187 0.020840874 0.0025245649
## PC7.65 PC8.65 PC9.65 PC10.65 PC11.65
## 1 0.0116994760 0.0227874887 0.0052426210 0.0266623343 0.0073517062
## 2 0.0094355140 0.0368882006 0.0200579649 0.0068444197 0.0180700950
## 3 0.0005809751 0.0495759211 0.0095036013 0.0015536521 0.0405829182
## 4 0.0259544172 0.0122898292 0.0252129140 0.0113607637 0.0001411341
## 5 0.0284029244 0.0043779484 0.0218536863 0.0227016327 0.0266235598
## 6 0.0085070441 0.0121030646 0.0130034298 0.0099895795 0.0350039915
## 7 0.0068948760 0.0111009044 0.0105072399 0.0142931113 0.0135237065
## 8 0.0120136951 0.0034680911 0.0062469168 0.0001833444 0.0071108922
## 9 0.0031980504 0.0060050438 0.0244517677 0.0084495571 0.0012817421
## 10 0.0014403425 0.0250115497 0.0318957775 0.0353662917 0.0191350389
## 11 0.0068301255 0.0207581111 0.0092240282 0.0224597790 0.0076984392
## 12 0.0079184629 0.0089828445 0.0093277723 0.0019688466 0.0324856926
## 13 0.0085288709 0.0073043121 0.0056194745 0.0274263942 0.0056159168
## 14 0.0060629522 0.0003695185 0.0245139057 0.0197771622 0.0122948945
## 15 0.0156882776 0.0170612770 0.0008755746 0.0064278971 0.0397457706
## 16 0.0024226234 0.0158731531 0.0014314058 0.0028922222 0.0052773453
## 17 0.0036920279 0.0135943024 0.0147786343 0.0115999829 0.0163225177
## 18 0.0055717449 0.0115191229 0.0037941049 0.0146540900 0.0109812550
## 19 0.0294805533 0.0111934079 0.0170472406 0.0148158096 0.0154384187
## 20 0.0014961654 0.0073674683 0.0019829010 0.0622735221 0.0023984376
## 21 0.0234047813 0.0170624568 0.0129531650 0.0343666431 0.0109762958
## PC12.65 PC13.65 PC14.65 PC15.65 PC16.65
## 1 0.0002360754 0.0128182972 0.0397456821 0.024119780 0.020222250
## 2 0.0054814266 0.0010188237 0.0224124471 0.005022715 0.005434683
## 3 0.0073781544 0.0044826857 0.0114409155 0.012250836 0.002374252
## 4 0.0119957487 0.0211476083 0.0032106535 0.035106531 0.046731327
## 5 0.0052358326 0.0100731292 0.0011944513 0.009495290 0.015421788
## 6 0.0168262986 0.0110960670 0.0001699382 0.005898274 0.018227567
## 7 0.0012080527 0.0094348367 0.0139396704 0.008071885 0.005043319
## 8 0.0115521052 0.0390417431 0.0331476372 0.010398024 0.030173068
## 9 0.0092216656 0.0026982800 0.0009149750 0.038533198 0.030638579
## 10 0.0175961919 0.0241897580 0.0002288102 0.008821347 0.027479349
## 11 0.0046918736 0.0041233037 0.0141025964 0.010046617 0.020743826
## 12 0.0015009957 0.0005854564 0.0031722963 0.006098585 0.005252680
## 13 0.0078812158 0.0034628875 0.0007916287 0.024252315 0.024049301
## 14 0.0257553935 0.0306201751 0.0212227537 0.007262228 0.005321750
## 15 0.0315279781 0.0266299592 0.0024967029 0.010179991 0.025128055
## 16 0.0166711748 0.0013146984 0.0225753122 0.014450027 0.007566383
## 17 0.0563823004 0.0143564240 0.0208077493 0.004391348 0.016402759
## 18 0.0239193785 0.0134701839 0.0343205910 0.024786300 0.028416728
## 19 0.0179482131 0.0281445419 0.0051460533 0.025029745 0.025337306
## 20 0.0278566952 0.0270965984 0.0478350443 0.005092429 0.001859075
## 21 0.0037057055 0.0193361508 0.0029508998 0.010304834 0.014187673
## PC17.65 PC18.65 PC19.65 PC20.65 PC21.65
## 1 0.0046754910 1.654039e-04 0.001707040 0.037763175 0.0047122443
## 2 0.0191702590 1.099369e-02 0.017204004 0.006300514 0.0101020121
## 3 0.0060490029 1.015209e-02 0.022615270 0.016462858 0.0197272744
## 4 0.0119738679 2.011533e-02 0.002505940 0.007557299 0.0333240794
## 5 0.0042930855 1.559885e-03 0.001341294 0.015515080 0.0197209359
## 6 0.0090266772 1.496784e-02 0.012278341 0.021873948 0.0014018943
## 7 0.0056797554 2.116016e-03 0.002602185 0.002172608 0.0018081232
## 8 0.0251565088 9.632558e-06 0.010378777 0.006710492 0.0099926366
## 9 0.0046173443 2.223775e-02 0.011392769 0.001406500 0.0200360698
## 10 0.0460781910 1.660980e-02 0.002776522 0.004382109 0.0346375529
## 11 0.0165994936 8.684669e-04 0.012028860 0.009796412 0.0137070601
## 12 0.0257481358 1.073604e-02 0.029120880 0.006395776 0.0298789547
## 13 0.0088987259 3.737604e-02 0.029610708 0.022473493 0.0119503698
## 14 0.0211236012 1.259166e-02 0.011270142 0.009007826 0.0210301845
## 15 0.0011513687 1.818027e-02 0.003601451 0.005014762 0.0409427963
## 16 0.0086314728 1.527903e-02 0.011884667 0.004470544 0.0121759984
## 17 0.0003313023 1.242830e-02 0.016248758 0.004222065 0.0034202436
## 18 0.0062068874 4.087607e-03 0.013931527 0.002792422 0.0238347136
## 19 0.0144666111 2.150548e-02 0.012970412 0.009701404 0.0028733298
## 20 0.0103639658 2.482527e-02 0.012608747 0.010017276 0.0001345493
## 21 0.0039142510 3.411347e-03 0.018170476 0.015847075 0.0054693550
## PC22.65 PC23.65 PC24.65 PC25.65 PC26.65
## 1 0.0268411053 9.816194e-03 0.0059739319 0.0186116710 0.025822425
## 2 0.0014797827 2.190950e-02 0.0221844936 0.0126750065 0.016163908
## 3 0.0167011457 9.703993e-03 0.0031659007 0.0281783295 0.015454890
## 4 0.0124656428 1.888720e-02 0.0151327532 0.0009102206 0.026996103
## 5 0.0186489576 3.324447e-02 0.0041696083 0.0044132283 0.033307539
## 6 0.0086863685 6.160452e-03 0.0091902405 0.0132747965 0.023506191
## 7 0.0186122641 1.555235e-02 0.0031954636 0.0111237067 0.001484748
## 8 0.0164255942 1.114338e-02 0.0039617487 0.0192148835 0.015449554
## 9 0.0169055111 1.715587e-02 0.0189879783 0.0364937550 0.007240608
## 10 0.0218430388 3.062546e-03 0.0003178231 0.0118226880 0.011333390
## 11 0.0370342785 3.322919e-02 0.0092151373 0.0293152820 0.002205597
## 12 0.0125719028 1.637245e-02 0.0226486866 0.0065363706 0.009058300
## 13 0.0140340932 7.340199e-03 0.0269439299 0.0029602518 0.017200132
## 14 0.0095410886 8.640952e-03 0.0082648374 0.0025007969 0.018053526
## 15 0.0140207537 2.423495e-02 0.0142068212 0.0086044239 0.007032989
## 16 0.0245537184 1.211472e-02 0.0094417861 0.0052949583 0.002012743
## 17 0.0006403948 2.594571e-02 0.0174972465 0.0102407774 0.006225971
## 18 0.0006358971 8.849579e-04 0.0051847978 0.0039431454 0.053921207
## 19 0.0258902246 3.105452e-05 0.0284392617 0.0051393806 0.008970794
## 20 0.0081868980 2.527811e-02 0.0248918791 0.0142626029 0.003045321
## 21 0.0022308909 2.246492e-03 0.0431221266 0.0069656442 0.027820804
## PC27.65 PC28.65 PC29.65 PC30.65 PC31.65
## 1 0.0041360179 0.0003579466 0.0324026923 0.001930179 0.010390315
## 2 0.0139969124 0.0436808791 0.0232522969 0.019666219 0.010154236
## 3 0.0042336370 0.0166195309 0.0044553004 0.001266608 0.031534574
## 4 0.0332586485 0.0133339625 0.0308188180 0.004482350 0.037656445
## 5 0.0092990841 0.0177794941 0.0125933448 0.014068196 0.017370669
## 6 0.0305708029 0.0230332210 0.0311965366 0.015108464 0.037636745
## 7 0.0009007151 0.0116507850 0.0223900720 0.006561350 0.002604714
## 8 0.0012353301 0.0051601802 0.0005887637 0.013761298 0.001719340
## 9 0.0116859249 0.0015291338 0.0183579973 0.022055438 0.010430419
## 10 0.0121622006 0.0108023605 0.0235170135 0.002080816 0.003181255
## 11 0.0167767232 0.0037381892 0.0185988883 0.001219636 0.027985270
## 12 0.0339695036 0.0117121742 0.0232502842 0.010491023 0.028416820
## 13 0.0271992421 0.0127030288 0.0164621682 0.029320502 0.010651582
## 14 0.0118206832 0.0116804969 0.0186431509 0.007750826 0.009362498
## 15 0.0065735662 0.0201420611 0.0292389054 0.020180344 0.011454586
## 16 0.0137276675 0.0255845394 0.0110504073 0.048402872 0.017759978
## 17 0.0237572335 0.0112149713 0.0148710250 0.001774396 0.001484905
## 18 0.0296266638 0.0110468411 0.0068904121 0.006011165 0.010736963
## 19 0.0055798663 0.0120209438 0.0190505117 0.027274032 0.016114617
## 20 0.0029324340 0.0180404239 0.0034814060 0.007295083 0.001202209
## 21 0.0238494254 0.0040261805 0.0014815269 0.009979675 0.015263706
## PC32.65 PC33.65 PC34.65 PC35.65 PC36.65
## 1 0.018919577 0.008990430 0.008740235 0.010714334 0.0025025539
## 2 0.022280202 0.002239369 0.012347177 0.006373069 0.0109471119
## 3 0.014918296 0.018629984 0.018632626 0.010350318 0.0350654458
## 4 0.021481141 0.017967966 0.008651043 0.014940891 0.0251928075
## 5 0.003597857 0.014466408 0.004079093 0.011186146 0.0105766200
## 6 0.020824063 0.017216513 0.020880328 0.017956477 0.0231480447
## 7 0.008811741 0.018602185 0.007046707 0.001594878 0.0063726829
## 8 0.015130442 0.020596939 0.033753540 0.006598693 0.0231761074
## 9 0.019810330 0.023984411 0.001495123 0.006022188 0.0215628649
## 10 0.007849862 0.019647297 0.017382832 0.014696340 0.0296247802
## 11 0.042074434 0.002870768 0.010400379 0.013347305 0.0173872873
## 12 0.003474786 0.001888286 0.009935259 0.003505102 0.0088197930
## 13 0.020075674 0.003195137 0.027047001 0.007447188 0.0006196092
## 14 0.006483284 0.041784327 0.028605599 0.009338729 0.0342467151
## 15 0.002867673 0.007854659 0.001746187 0.003523513 0.0042198495
## 16 0.014514086 0.004257474 0.023032299 0.004228707 0.0139193464
## 17 0.021058662 0.003893658 0.012919974 0.008607848 0.0118435196
## 18 0.025043157 0.031809046 0.002419800 0.012114321 0.0142102401
## 19 0.002450625 0.007839279 0.003612524 0.009234157 0.0097978922
## 20 0.021818156 0.008727249 0.010751173 0.021484687 0.0329686349
## 21 0.016266395 0.025632995 0.007418273 0.014077230 0.0067088770
## PC37.65 PC38.65 PC39.65 PC40.65 PC41.65
## 1 0.0042662312 0.023206111 6.482205e-04 1.167860e-02 2.736056e-02
## 2 0.0370175504 0.030976287 5.790322e-03 8.036488e-03 2.495149e-02
## 3 0.0300963681 0.019489996 7.544927e-03 7.898263e-05 8.608210e-03
## 4 0.0049948889 0.009268270 7.957447e-03 1.432417e-02 1.496587e-02
## 5 0.0191619692 0.006130624 1.113405e-02 1.016935e-02 3.134918e-02
## 6 0.0342251827 0.001936499 2.253919e-02 1.376366e-02 1.823445e-02
## 7 0.0089586269 0.012716084 9.596871e-03 8.528354e-03 2.276942e-03
## 8 0.0480802380 0.019885236 4.167164e-03 1.610367e-02 2.694603e-02
## 9 0.0142566743 0.006427212 1.745404e-02 2.107405e-02 6.719749e-03
## 10 0.0206626050 0.014887879 2.018180e-02 1.957879e-02 8.043337e-03
## 11 0.0015719128 0.014884835 2.821064e-02 2.548831e-02 8.059540e-03
## 12 0.0068110633 0.024973398 1.101036e-02 7.382782e-03 7.596383e-03
## 13 0.0145370901 0.007350681 3.993789e-02 1.928240e-03 4.918339e-03
## 14 0.0100441039 0.002584070 1.098832e-02 9.693223e-03 1.664219e-03
## 15 0.0200163141 0.003643394 1.428094e-03 1.820152e-02 4.867052e-02
## 16 0.0060609155 0.021004263 6.512379e-06 5.594068e-03 1.247736e-02
## 17 0.0125680970 0.011674683 8.556090e-05 8.563728e-03 1.014755e-02
## 18 0.0043443554 0.019864362 1.667916e-02 1.734175e-02 2.946308e-02
## 19 0.0009912673 0.005899784 9.535468e-03 2.478327e-02 7.506388e-03
## 20 0.0100662072 0.010748328 4.839365e-02 7.555933e-03 9.676640e-03
## 21 0.0014423404 0.012314012 2.374401e-02 2.189815e-02 5.180017e-05
## PC42.65 PC43.65 PC44.65 PC45.65 PC46.65
## 1 6.811210e-03 0.000795879 0.0004903914 0.0004736047 0.001786810
## 2 1.268758e-02 0.012327293 0.0153328844 0.0030843189 0.003872223
## 3 4.897263e-03 0.031992737 0.0004702910 0.0164892062 0.011233530
## 4 4.976429e-03 0.002635585 0.0100842442 0.0018465310 0.022026616
## 5 1.946398e-02 0.041690854 0.0249021196 0.0147801457 0.015754227
## 6 2.394877e-02 0.008844516 0.0173245255 0.0045339670 0.007415926
## 7 1.417813e-02 0.010494063 0.0267086807 0.0231827607 0.020612084
## 8 3.763938e-02 0.023721813 0.0166849922 0.0198323468 0.010580637
## 9 9.407813e-05 0.025441821 0.0034489521 0.0023730569 0.001165617
## 10 1.581613e-04 0.000414364 0.0093585961 0.0488101676 0.015695294
## 11 2.036331e-02 0.006375211 0.0012015240 0.0122161815 0.015229575
## 12 1.594416e-02 0.017425841 0.0080431641 0.0061876670 0.023450185
## 13 1.712606e-03 0.002421392 0.0281666589 0.0104766762 0.015160754
## 14 5.344702e-03 0.005115243 0.0047047089 0.0247971524 0.025504651
## 15 1.531105e-02 0.001605145 0.0074529577 0.0013126943 0.001676173
## 16 9.094251e-03 0.003859800 0.0224522737 0.0303986742 0.014451516
## 17 3.522605e-03 0.003463866 0.0056798300 0.0223515500 0.035341457
## 18 1.970770e-02 0.005760452 0.0353090663 0.0123663905 0.005400196
## 19 6.405567e-03 0.014848294 0.0038236898 0.0255710194 0.015438946
## 20 1.532486e-02 0.017100043 0.0142447850 0.0075442639 0.006735028
## 21 6.340144e-03 0.007193893 0.0319733797 0.0012803085 0.003594276
## PC47.65 PC48.65 PC49.65 PC50.65 PC51.65
## 1 0.021218828 0.016964390 0.019034109 0.0278684969 2.850958e-02
## 2 0.008837437 0.044130689 0.015009847 0.0014120372 2.272225e-02
## 3 0.015659433 0.007727190 0.017799228 0.0147265770 8.028780e-03
## 4 0.001947440 0.011003969 0.004115277 0.0008671222 9.506547e-03
## 5 0.027899756 0.018652235 0.005286181 0.0258272228 3.489990e-02
## 6 0.004281852 0.019116447 0.005849950 0.0165306837 3.794714e-02
## 7 0.011164798 0.017578735 0.031930753 0.0010169702 4.127861e-04
## 8 0.009689343 0.012353149 0.013607762 0.0082460644 5.577876e-03
## 9 0.023025591 0.010829788 0.002611124 0.0102166669 3.134993e-02
## 10 0.016693805 0.023389065 0.030826123 0.0102615547 2.393401e-02
## 11 0.004067766 0.021415245 0.008644322 0.0009013305 2.131084e-02
## 12 0.024833995 0.012341676 0.018043596 0.0173358303 1.183495e-02
## 13 0.002406753 0.047691461 0.014883303 0.0080353999 6.677501e-04
## 14 0.025993869 0.002408479 0.005842586 0.0050285835 1.411048e-02
## 15 0.011613803 0.005653503 0.048671768 0.0275296022 2.255590e-02
## 16 0.023350257 0.004104485 0.001196755 0.0170451125 4.650066e-02
## 17 0.016025201 0.029490397 0.026998154 0.0077464977 1.728496e-02
## 18 0.012813058 0.004135378 0.025434165 0.0019009680 6.221899e-03
## 19 0.011517002 0.032371213 0.030152235 0.0065554849 1.617872e-02
## 20 0.040879558 0.012227268 0.008975692 0.0013177707 3.230873e-02
## 21 0.015753084 0.008018621 0.001047132 0.0054458274 5.053185e-05
## PC52.65 PC53.65 PC54.65 PC55.65 PC56.65
## 1 0.018949358 0.0239896580 0.0229405306 0.0199564132 0.0014114125
## 2 0.005435733 0.0003310062 0.0319835895 0.0276264632 0.0173797478
## 3 0.020504678 0.0091205337 0.0252850929 0.0214486162 0.0049754763
## 4 0.001165739 0.0210651750 0.0232125969 0.0260020882 0.0256390383
## 5 0.015408438 0.0240816375 0.0049659548 0.0207779032 0.0174283978
## 6 0.008881274 0.0035079314 0.0166824679 0.0104525930 0.0340629232
## 7 0.016650568 0.0089817831 0.0147658552 0.0081063803 0.0156387889
## 8 0.022300422 0.0098949963 0.0021540562 0.0228900802 0.0066379636
## 9 0.026137646 0.0326605694 0.0143283040 0.0017381732 0.0148300282
## 10 0.005630739 0.0023678486 0.0040966143 0.0234174752 0.0197683709
## 11 0.026298120 0.0350156343 0.0164705989 0.0238570168 0.0080749649
## 12 0.015759341 0.0212736010 0.0232615693 0.0206463817 0.0001945403
## 13 0.022416943 0.0046828594 0.0098045072 0.0003477724 0.0338410841
## 14 0.007149243 0.0356010823 0.0356283377 0.0108775144 0.0106730363
## 15 0.026505585 0.0067752280 0.0047643213 0.0120984899 0.0173847375
## 16 0.001842569 0.0334005615 0.0222085762 0.0150609786 0.0266252000
## 17 0.038932383 0.0075705749 0.0153388685 0.0294006112 0.0343730458
## 18 0.017400543 0.0003121021 0.0008153605 0.0002492435 0.0013329334
## 19 0.019927127 0.0249062437 0.0505674779 0.0137039903 0.0069350531
## 20 0.005803143 0.0414613455 0.0118362828 0.0077361124 0.0116623813
## 21 0.010399101 0.0050398196 0.0156212113 0.0375884773 0.0067186803
## PC57.65 PC58.65 PC59.65 PC60.65 PC61.65
## 1 0.0345738076 0.0005703724 0.001808387 0.0071341350 0.0287538718
## 2 0.0005879765 0.0144710664 0.003757723 0.0193812336 0.0068189135
## 3 0.0176453904 0.0127410397 0.001824518 0.0124205041 0.0189889279
## 4 0.0159043148 0.0095231596 0.023253109 0.0157467721 0.0087711047
## 5 0.0092653191 0.0150806355 0.004575406 0.0055820639 0.0033816502
## 6 0.0041799317 0.0322035596 0.011445584 0.0176314357 0.0009550841
## 7 0.0035511946 0.0157120649 0.062190838 0.0247831934 0.0225499796
## 8 0.0150600203 0.0125730627 0.007086312 0.0161317622 0.0218361152
## 9 0.0140147292 0.0322233127 0.010604886 0.0050090322 0.0025872399
## 10 0.0205936246 0.0108039513 0.005840876 0.0200524530 0.0170761427
## 11 0.0183184898 0.0116716019 0.004911265 0.0136558565 0.0288153660
## 12 0.0299042747 0.0131431079 0.041430979 0.0272649443 0.0233876152
## 13 0.0067994928 0.0045794819 0.003592954 0.0021104248 0.0116719379
## 14 0.0015997096 0.0075136757 0.015502514 0.0527958195 0.0028280140
## 15 0.0089305646 0.0094859202 0.017991220 0.0008404033 0.0180262040
## 16 0.0216577643 0.0094062669 0.006408813 0.0035529432 0.0265464184
## 17 0.0139984266 0.0331325409 0.032927691 0.0231136116 0.0091057001
## 18 0.0024059648 0.0205310620 0.012657808 0.0304951417 0.0104460853
## 19 0.0241513644 0.0023957447 0.016333890 0.0181725314 0.0031759442
## 20 0.0029292353 0.0013623026 0.011086582 0.0068777974 0.0018256404
## 21 0.0241736063 0.0030323568 0.053081504 0.0033919948 0.0181095413
## PC62.65 PC63.65 PC64.65 PC65.65 PC66.65
## 1 0.0022581916 0.0062318038 0.022999685 0.004484612 0.04947685
## 2 0.0099734183 0.0037094319 0.003969332 0.008179798 0.04576759
## 3 0.0200988905 0.0198613772 0.007043577 0.028285048 0.04117515
## 4 0.0214857345 0.0173342774 0.008163954 0.007822644 0.03312315
## 5 0.0257091467 0.0191843733 0.009748821 0.024941440 0.03297225
## 6 0.0039387227 0.0009389781 0.002068094 0.026523212 0.03252213
## 7 0.0030781720 0.0044175922 0.054174695 0.010890913 0.02905647
## 8 0.0191882290 0.0030040760 0.011961861 0.022211332 0.02904935
## 9 0.0372843347 0.0017825756 0.032788913 0.019945987 0.02586987
## 10 0.0140479593 0.0040058054 0.006779335 0.017664369 0.02558427
## 11 0.0373239206 0.0041764768 0.007986529 0.012964563 0.02399763
## 12 0.0150682489 0.0073209843 0.011231505 0.020280848 0.02390277
## 13 0.0065130007 0.0164574792 0.022660626 0.016685677 0.02352832
## 14 0.0250566772 0.0156874181 0.014973056 0.010184212 0.02342347
## 15 0.0031914290 0.0390788541 0.003254461 0.007812256 0.02274549
## 16 0.0230594742 0.0205841234 0.007986115 0.020139894 0.02226966
## 17 0.0110483910 0.0073302366 0.015609117 0.012160437 0.02217844
## 18 0.0014341600 0.0521647928 0.015758958 0.012874701 0.02057066
## 19 0.0053904598 0.0203347332 0.022205995 0.035747545 0.02034590
## 20 0.0004763906 0.0122467613 0.004903976 0.005585402 0.01961205
## 21 0.0003451716 0.0264905672 0.040198387 0.026674624 0.01950807
## PC67.65 PC68.65 programN.66
## 1 0.014794432 0.0059881318 Psychology
## 2 0.009370916 0.0218993263 Spirituality.Mind.Body
## 3 0.011310675 0.0273981855 cluster
## 4 0.012292413 0.0122383227 Social.Organizational.Psychology
## 5 0.009886671 0.0156976393 Communication.Media.and.Learning.Technologies
## 6 0.008916730 0.0119576270 English.Education
## 7 0.042785058 0.0218348280 History
## 8 0.013784174 0.0285520058 Change.Leadership
## 9 0.024302939 0.0238644148 Movement.Science
## 10 0.009485408 0.0062622921 Reading
## 11 0.004366769 0.0302318253 Neuroscience
## 12 0.020705462 0.0299029717 Arts.Administration
## 13 0.031208677 0.0180189870 Creative.Technologies
## 14 0.007941836 0.0196420568 Counseling.Psychology
## 15 0.005151163 0.0075599921 School.Psychology
## 16 0.030188273 0.0013267173 Kinesiology
## 17 0.020779375 0.0093621067 Leadership
## 18 0.020871651 0.0024669852 Cognitive.Science
## 19 0.008762385 0.0126924120 Literacy
## 20 0.011089313 0.0092625906 Learning.Analytics
## 21 0.003354950 0.0006156937 Design.and.Development.of.Digital.Games
## PC1.66 PC2.66 PC3.66 PC4.66 PC5.66
## 1 0.0204369257 0.030001191 0.027608375 0.0004348856 0.015451342
## 2 0.0189628490 0.025446601 0.004763696 0.0013372900 0.027049326
## 3 0.0167180336 0.025842690 0.040560015 0.0372068508 0.021673463
## 4 0.0318410169 0.008441504 0.011637985 0.0017916352 0.009742845
## 5 0.0075316150 0.001195994 0.035933133 0.0045449315 0.013646469
## 6 0.0092787177 0.003928365 0.005488123 0.0531405663 0.009994085
## 7 0.0266635454 0.002442781 0.001555689 0.0021290297 0.053094195
## 8 0.0398648928 0.001507808 0.013165099 0.0212088348 0.009947538
## 9 0.0133424668 0.022352574 0.013814476 0.0083708817 0.002063737
## 10 0.0204406685 0.001183486 0.007979803 0.0150766710 0.028443466
## 11 0.0082813494 0.034657422 0.027410759 0.0046522158 0.006940352
## 12 0.0307983700 0.007006109 0.024749441 0.0064167536 0.028090936
## 13 0.0063038828 0.009043693 0.038537829 0.0179023826 0.004379405
## 14 0.0123253710 0.029778751 0.008838175 0.0129449950 0.028289532
## 15 0.0141583324 0.011341619 0.009069789 0.0053335676 0.006691396
## 16 0.0091969249 0.037890503 0.009802573 0.0022344096 0.006726859
## 17 0.0290675630 0.008565375 0.008636481 0.0309221908 0.003686220
## 18 0.0004729092 0.017468663 0.048109619 0.0224692585 0.009744760
## 19 0.0152527089 0.007728221 0.003091205 0.0340766380 0.019110208
## 20 0.0056459553 0.002782266 0.048876967 0.0065973590 0.001854961
## 21 0.0063556814 0.014408881 0.044990699 0.0313386025 0.012099339
## PC6.66 PC7.66 PC8.66 PC9.66 PC10.66
## 1 0.0010334181 0.009506050 1.142318e-02 0.023075020 0.005924139
## 2 0.0153863042 0.019875643 1.885410e-03 0.031791399 0.008662650
## 3 0.0150258913 0.006894876 1.110090e-02 0.010507240 0.014293111
## 4 0.0136477547 0.003289798 2.431863e-02 0.021943755 0.013233637
## 5 0.0006050177 0.020911510 3.930467e-02 0.008235191 0.029565721
## 6 0.0057419804 0.008528871 7.304312e-03 0.005619475 0.027426394
## 7 0.0056032077 0.002422623 1.587315e-02 0.001431406 0.002892222
## 8 0.0187839045 0.004456839 4.742287e-05 0.003735709 0.017923522
## 9 0.0278264018 0.003963575 1.000377e-02 0.010125142 0.029095870
## 10 0.0131204338 0.002924724 2.327535e-02 0.004192322 0.013178618
## 11 0.0170801532 0.003198050 6.005044e-03 0.024451768 0.008449557
## 12 0.0099180873 0.005405654 8.087988e-03 0.015575526 0.001727470
## 13 0.0164805896 0.015249997 2.948344e-02 0.010511664 0.010111860
## 14 0.0179568214 0.022942736 5.853131e-03 0.013784837 0.003363009
## 15 0.0365560870 0.011510206 1.608795e-02 0.031969633 0.003929108
## 16 0.0100511161 0.005571745 1.151912e-02 0.003794105 0.014654090
## 17 0.0018731048 0.003692028 1.359430e-02 0.014778634 0.011599983
## 18 0.0120697447 0.007918463 8.982845e-03 0.009327772 0.001968847
## 19 0.0021212641 0.037573550 3.381184e-02 0.001075257 0.002139105
## 20 0.0256304790 0.023308238 2.350582e-02 0.009432336 0.015326245
## 21 0.0200423506 0.003449517 4.624458e-03 0.003947530 0.017531683
## PC11.66 PC12.66 PC13.66 PC14.66 PC15.66
## 1 0.0106450592 0.019921440 0.0272607544 1.367927e-02 0.003690628
## 2 0.0006241734 0.003869211 0.0037619987 3.345704e-02 0.004838191
## 3 0.0135237065 0.001208053 0.0094348367 1.393967e-02 0.008071885
## 4 0.0333162842 0.027240108 0.0183521730 1.520881e-02 0.015892774
## 5 0.0242623261 0.029330227 0.0035438972 2.991531e-02 0.020680875
## 6 0.0056159168 0.007881216 0.0034628875 7.916287e-04 0.024252315
## 7 0.0052773453 0.016671175 0.0013146984 2.257531e-02 0.014450027
## 8 0.0139374341 0.002607609 0.0073583512 1.462565e-02 0.012002641
## 9 0.0117644984 0.017848456 0.0281853960 6.807376e-03 0.004930825
## 10 0.0151928942 0.032431938 0.0292802971 1.919035e-03 0.010704368
## 11 0.0012817421 0.009221666 0.0026982800 9.149750e-04 0.038533198
## 12 0.0087334005 0.008750914 0.0006597047 3.852231e-03 0.011251580
## 13 0.0151849878 0.004083316 0.0175345238 8.110235e-05 0.011179291
## 14 0.0148763008 0.013181806 0.0017390673 3.268060e-03 0.037758039
## 15 0.0041003550 0.002958882 0.0018835188 3.465212e-02 0.026257248
## 16 0.0109812550 0.023919379 0.0134701839 3.432059e-02 0.024786300
## 17 0.0163225177 0.056382300 0.0143564240 2.080775e-02 0.004391348
## 18 0.0324856926 0.001500996 0.0005854564 3.172296e-03 0.006098585
## 19 0.0107924112 0.003374029 0.0321135057 1.049482e-02 0.019235691
## 20 0.0198626538 0.011695803 0.0341390013 5.865174e-04 0.012734843
## 21 0.0086196215 0.022174927 0.0136066046 2.651532e-02 0.017832544
## PC16.66 PC17.66 PC18.66 PC19.66 PC20.66
## 1 0.002127134 0.0181882465 0.0027595875 0.0003172883 0.016210052
## 2 0.010811923 0.0056265415 0.0253745261 0.0283564592 0.001906876
## 3 0.005043319 0.0056797554 0.0021160156 0.0026021848 0.002172608
## 4 0.018681853 0.0015579368 0.0133839943 0.0121853733 0.002579359
## 5 0.016643685 0.0140970148 0.0008651406 0.0035685196 0.012691021
## 6 0.024049301 0.0088987259 0.0373760421 0.0296107076 0.022473493
## 7 0.007566383 0.0086314728 0.0152790336 0.0118846673 0.004470544
## 8 0.011577729 0.0106277830 0.0074264591 0.0084128302 0.005304519
## 9 0.051505417 0.0124359168 0.0223233990 0.0095651534 0.023047859
## 10 0.006045508 0.0360861494 0.0194168319 0.0395664288 0.034915387
## 11 0.030638579 0.0046173443 0.0222377474 0.0113927692 0.001406500
## 12 0.012968430 0.0039321607 0.0203053583 0.0106548427 0.032358351
## 13 0.025003269 0.0157504987 0.0078265585 0.0276004636 0.025465545
## 14 0.011238361 0.0103382843 0.0120111436 0.0088662990 0.016796180
## 15 0.005438831 0.0350320756 0.0410151501 0.0018803761 0.019524309
## 16 0.028416728 0.0062068874 0.0040876066 0.0139315273 0.002792422
## 17 0.016402759 0.0003313023 0.0124282979 0.0162487585 0.004222065
## 18 0.005252680 0.0257481358 0.0107360358 0.0291208804 0.006395776
## 19 0.024823046 0.0127277050 0.0137633239 0.0129158211 0.003471058
## 20 0.009187963 0.0061049139 0.0107903838 0.0004799608 0.019093037
## 21 0.011643175 0.0056585626 0.0213273553 0.0102352240 0.001633480
## PC21.66 PC22.66 PC23.66 PC24.66 PC25.66
## 1 0.0248700697 0.0001755179 0.0294770371 0.0238725407 0.0413422780
## 2 0.0137954478 0.0020790636 0.0175142368 0.0142397749 0.0143823355
## 3 0.0018081232 0.0186122641 0.0155523480 0.0031954636 0.0111237067
## 4 0.0008305934 0.0269720332 0.0159834312 0.0205031336 0.0015980783
## 5 0.0029085738 0.0036096859 0.0331891998 0.0045110901 0.0005069328
## 6 0.0119503698 0.0140340932 0.0073401987 0.0269439299 0.0029602518
## 7 0.0121759984 0.0245537184 0.0121147196 0.0094417861 0.0052949583
## 8 0.0086090480 0.0017019265 0.0054424395 0.0288479627 0.0166479520
## 9 0.0224158755 0.0265998613 0.0022159831 0.0246291856 0.0395338986
## 10 0.0136972845 0.0012552236 0.0014978695 0.0160532210 0.0173883937
## 11 0.0200360698 0.0169055111 0.0171558732 0.0189879783 0.0364937550
## 12 0.0205976022 0.0013819940 0.0161133976 0.0239016203 0.0232217659
## 13 0.0238319011 0.0115289516 0.0006137766 0.0009855782 0.0530934386
## 14 0.0370311571 0.0250987048 0.0090361245 0.0207327968 0.0081208613
## 15 0.0233258709 0.0249552189 0.0157821830 0.0140918768 0.0083716108
## 16 0.0238347136 0.0006358971 0.0008849579 0.0051847978 0.0039431454
## 17 0.0034202436 0.0006403948 0.0259457104 0.0174972465 0.0102407774
## 18 0.0298789547 0.0125719028 0.0163724528 0.0226486866 0.0065363706
## 19 0.0077980011 0.0195599840 0.0364706437 0.0257586828 0.0184477356
## 20 0.0042711709 0.0018587447 0.0279080183 0.0142569460 0.0141646230
## 21 0.0017292281 0.0137213581 0.0244510058 0.0136231698 0.0019594510
## PC26.66 PC27.66 PC28.66 PC29.66 PC30.66
## 1 0.0069616337 0.0096606611 0.0298099019 0.0162989141 0.014403410
## 2 0.0161572906 0.0451263847 0.0047443445 0.0131365729 0.008298456
## 3 0.0014847483 0.0009007151 0.0116507850 0.0223900720 0.006561350
## 4 0.0276564918 0.0157013245 0.0147401607 0.0144482302 0.005287862
## 5 0.0003158871 0.0161064805 0.0310532446 0.0217171510 0.002443015
## 6 0.0172001321 0.0271992421 0.0127030288 0.0164621682 0.029320502
## 7 0.0020127433 0.0137276675 0.0255845394 0.0110504073 0.048402872
## 8 0.0045539199 0.0028247601 0.0023690702 0.0153930982 0.031319314
## 9 0.0075454364 0.0061706517 0.0006502502 0.0079459212 0.004798055
## 10 0.0191363660 0.0267845521 0.0138769636 0.0004192801 0.018859996
## 11 0.0072406084 0.0116859249 0.0015291338 0.0183579973 0.022055438
## 12 0.0285089308 0.0045752692 0.0178182088 0.0342700445 0.016129744
## 13 0.0100751146 0.0272941525 0.0334229386 0.0053218395 0.019245694
## 14 0.0096967822 0.0081004782 0.0114107699 0.0061351084 0.002490327
## 15 0.0178076605 0.0063310160 0.0143919303 0.0080001191 0.021754064
## 16 0.0539212074 0.0296266638 0.0110468411 0.0068904121 0.006011165
## 17 0.0062259708 0.0237572335 0.0112149713 0.0148710250 0.001774396
## 18 0.0090582997 0.0339695036 0.0117121742 0.0232502842 0.010491023
## 19 0.0011233195 0.0143633379 0.0068910628 0.0142890013 0.008523742
## 20 0.0119053616 0.0006898910 0.0012725009 0.0026020799 0.005136345
## 21 0.0311708545 0.0147192101 0.0156336862 0.0088036535 0.012601867
## PC31.66 PC32.66 PC33.66 PC34.66 PC35.66
## 1 0.004278443 0.0118935751 0.0089021714 0.0076210452 0.006059209
## 2 0.012642267 0.0236805934 0.0518837932 0.0002319862 0.029942506
## 3 0.002604714 0.0088117414 0.0186021851 0.0070467067 0.001594878
## 4 0.019011726 0.0196204973 0.0170805627 0.0258637546 0.014100095
## 5 0.037442747 0.0005015064 0.0002309027 0.0030895186 0.037392264
## 6 0.010651582 0.0200756744 0.0031951368 0.0270470011 0.007447188
## 7 0.017759978 0.0145140855 0.0042574736 0.0230322985 0.004228707
## 8 0.008064735 0.0274023880 0.0063193302 0.0450600447 0.012806501
## 9 0.018721575 0.0017220402 0.0168366794 0.0131869014 0.014779099
## 10 0.018102852 0.0031879592 0.0134600899 0.0232013411 0.020187266
## 11 0.010430419 0.0198103297 0.0239844111 0.0014951231 0.006022188
## 12 0.015579713 0.0014454672 0.0009011486 0.0091688055 0.024454564
## 13 0.020241797 0.0150279708 0.0112140731 0.0027082578 0.023695345
## 14 0.054161838 0.0167544069 0.0067040547 0.0099485392 0.026016046
## 15 0.023882759 0.0172114354 0.0035637641 0.0117691234 0.008310335
## 16 0.010736963 0.0250431566 0.0318090459 0.0024198002 0.012114321
## 17 0.001484905 0.0210586624 0.0038936575 0.0129199735 0.008607848
## 18 0.028416820 0.0034747865 0.0018882861 0.0099352587 0.003505102
## 19 0.020838625 0.0157810997 0.0139882628 0.0016611417 0.008963521
## 20 0.016745255 0.0203302489 0.0157160560 0.0116936591 0.044861974
## 21 0.004174359 0.0029851974 0.0191147506 0.0120255242 0.001355074
## PC36.66 PC37.66 PC38.66 PC39.66 PC40.66
## 1 0.0022773733 0.0114042196 0.021948453 2.220943e-02 0.0145312009
## 2 0.0122148906 0.0014173027 0.017385192 1.130400e-02 0.0116411019
## 3 0.0063726829 0.0089586269 0.012716084 9.596871e-03 0.0085283545
## 4 0.0142767216 0.0072666921 0.014308223 3.088293e-03 0.0005811366
## 5 0.0153658244 0.0010882873 0.002571623 1.742490e-03 0.0008616916
## 6 0.0006196092 0.0145370901 0.007350681 3.993789e-02 0.0019282402
## 7 0.0139193464 0.0060609155 0.021004263 6.512379e-06 0.0055940676
## 8 0.0136857294 0.0265864915 0.017914765 2.335241e-02 0.0102599234
## 9 0.0280928484 0.0059499535 0.010549189 2.124026e-02 0.0369623465
## 10 0.0105016730 0.0038229054 0.006886882 1.398079e-02 0.0312479049
## 11 0.0215628649 0.0142566743 0.006427212 1.745404e-02 0.0210740492
## 12 0.0267714902 0.0102853461 0.043045569 1.190450e-02 0.0066468961
## 13 0.0131949955 0.0127104930 0.025403862 2.761096e-02 0.0149122081
## 14 0.0019132916 0.0009117208 0.018358323 1.120532e-03 0.0176395119
## 15 0.0208775866 0.0264355233 0.042190943 2.694085e-02 0.0335487365
## 16 0.0142102401 0.0043443554 0.019864362 1.667916e-02 0.0173417516
## 17 0.0118435196 0.0125680970 0.011674683 8.556090e-05 0.0085637279
## 18 0.0088197930 0.0068110633 0.024973398 1.101036e-02 0.0073827815
## 19 0.0063303252 0.0146810979 0.020140639 1.075960e-02 0.0167439532
## 20 0.0009660533 0.0022041376 0.010954433 4.891132e-03 0.0343827958
## 21 0.0097894326 0.0223828281 0.003711882 1.394282e-02 0.0425738295
## PC41.66 PC42.66 PC43.66 PC44.66 PC45.66
## 1 0.016593848 5.326793e-03 0.009967116 0.020192821 1.929822e-03
## 2 0.006057619 1.306039e-02 0.012726169 0.001331992 1.879350e-02
## 3 0.002276942 1.417813e-02 0.010494063 0.026708681 2.318276e-02
## 4 0.014726163 4.452173e-03 0.022892589 0.026131958 2.314971e-02
## 5 0.025426195 1.704098e-02 0.014841274 0.010131441 8.893756e-03
## 6 0.004918339 1.712606e-03 0.002421392 0.028166659 1.047668e-02
## 7 0.012477356 9.094251e-03 0.003859800 0.022452274 3.039867e-02
## 8 0.009712448 2.871039e-02 0.006222037 0.006297690 1.009946e-03
## 9 0.002313443 1.270485e-02 0.029189045 0.017318498 1.161915e-06
## 10 0.019245006 6.949625e-03 0.037512499 0.005468838 2.573854e-03
## 11 0.006719749 9.407813e-05 0.025441821 0.003448952 2.373057e-03
## 12 0.010457145 3.279043e-03 0.012522541 0.012428756 3.613163e-02
## 13 0.006551731 2.801652e-02 0.009297284 0.023504665 2.013796e-02
## 14 0.005428476 1.245694e-02 0.001661266 0.018544698 1.035752e-02
## 15 0.014690462 5.602204e-03 0.013212907 0.017285563 1.397104e-02
## 16 0.029463084 1.970770e-02 0.005760452 0.035309066 1.236639e-02
## 17 0.010147550 3.522605e-03 0.003463866 0.005679830 2.235155e-02
## 18 0.007596383 1.594416e-02 0.017425841 0.008043164 6.187667e-03
## 19 0.021932168 9.234948e-03 0.016538650 0.020942748 2.880465e-02
## 20 0.015428019 7.578696e-04 0.031790385 0.012790029 1.891215e-02
## 21 0.003224138 3.238990e-02 0.007774936 0.013624847 6.899918e-03
## PC46.66 PC47.66 PC48.66 PC49.66 PC50.66
## 1 0.004117853 0.0073657471 1.011601e-02 0.019086387 0.0070881515
## 2 0.006022074 0.0089533785 7.408922e-03 0.010716036 0.0064697928
## 3 0.020612084 0.0111647979 1.757874e-02 0.031930753 0.0010169702
## 4 0.021352170 0.0004494576 1.271611e-02 0.019931017 0.0288598698
## 5 0.020714443 0.0055290824 3.238020e-02 0.016529460 0.0277537598
## 6 0.015160754 0.0024067526 4.769146e-02 0.014883303 0.0080353999
## 7 0.014451516 0.0233502572 4.104485e-03 0.001196755 0.0170451125
## 8 0.001334873 0.0175861587 1.743466e-02 0.037671790 0.0145545413
## 9 0.021883359 0.0081047417 8.913114e-03 0.010557901 0.0055357245
## 10 0.004765132 0.0004688775 6.352392e-03 0.005535342 0.0028123314
## 11 0.001165617 0.0230255906 1.082979e-02 0.002611124 0.0102166669
## 12 0.008812361 0.0162968841 8.809708e-05 0.040440421 0.0450641610
## 13 0.022286234 0.0089619234 1.081907e-02 0.023067268 0.0025410549
## 14 0.032467065 0.0039995210 6.027365e-03 0.001924934 0.0188253504
## 15 0.023144132 0.0157752637 2.516294e-03 0.001772171 0.0005050121
## 16 0.005400196 0.0128130585 4.135378e-03 0.025434165 0.0019009680
## 17 0.035341457 0.0160252010 2.949040e-02 0.026998154 0.0077464977
## 18 0.023450185 0.0248339951 1.234168e-02 0.018043596 0.0173358303
## 19 0.024974387 0.0095583605 2.553716e-02 0.018831624 0.0230699522
## 20 0.024326783 0.0057004950 2.119443e-03 0.007807132 0.0257200185
## 21 0.015437185 0.0185415819 9.676484e-03 0.012731327 0.0205016989
## PC51.66 PC52.66 PC53.66 PC54.66 PC55.66
## 1 0.0027072325 0.003781265 0.0012413394 0.0117976569 0.0125689956
## 2 0.0045931275 0.009343880 0.0353907726 0.0212149380 0.0204762500
## 3 0.0004127861 0.016650568 0.0089817831 0.0147658552 0.0081063803
## 4 0.0117085853 0.023421432 0.0215750735 0.0161880548 0.0085273782
## 5 0.0032255325 0.009809450 0.0069686322 0.0010971014 0.0170561667
## 6 0.0006677501 0.022416943 0.0046828594 0.0098045072 0.0003477724
## 7 0.0465006563 0.001842569 0.0334005615 0.0222085762 0.0150609786
## 8 0.0127903893 0.006595781 0.0036184290 0.0276847937 0.0073353538
## 9 0.0199213591 0.009049887 0.0120932326 0.0117237385 0.0019360316
## 10 0.0091977040 0.032923408 0.0116590708 0.0232261491 0.0259331015
## 11 0.0313499301 0.026137646 0.0326605694 0.0143283040 0.0017381732
## 12 0.0017047447 0.002983082 0.0033514398 0.0153960358 0.0019092258
## 13 0.0068262164 0.027658524 0.0026353835 0.0026470887 0.0168570773
## 14 0.0081814114 0.013774740 0.0245576490 0.0017917463 0.0210675244
## 15 0.0023876970 0.000584539 0.0294181547 0.0102268671 0.0117759579
## 16 0.0062218989 0.017400543 0.0003121021 0.0008153605 0.0002492435
## 17 0.0172849563 0.038932383 0.0075705749 0.0153388685 0.0294006112
## 18 0.0118349531 0.015759341 0.0212736010 0.0232615693 0.0206463817
## 19 0.0163549630 0.003342822 0.0049581117 0.0329088967 0.0127457601
## 20 0.0118096775 0.048425270 0.0347323205 0.0147438510 0.0001741339
## 21 0.0289123414 0.021633326 0.0403311456 0.0005479920 0.0506128239
## PC56.66 PC57.66 PC58.66 PC59.66 PC60.66
## 1 0.0145767767 0.0233353058 0.043631494 0.0047447292 0.012193222
## 2 0.0097613192 0.0034046792 0.026196633 0.0179080313 0.005219550
## 3 0.0156387889 0.0035511946 0.015712065 0.0621908383 0.024783193
## 4 0.0168627412 0.0152541505 0.014326253 0.0212396008 0.025083607
## 5 0.0204379417 0.0222050920 0.005756821 0.0173497481 0.014641543
## 6 0.0338410841 0.0067994928 0.004579482 0.0035929535 0.002110425
## 7 0.0266252000 0.0216577643 0.009406267 0.0064088133 0.003552943
## 8 0.0172721071 0.0114711009 0.033339806 0.0206921302 0.004722329
## 9 0.0031441580 0.0104315489 0.005360668 0.0107233646 0.011286181
## 10 0.0181915709 0.0199952455 0.009148898 0.0108802410 0.025814888
## 11 0.0148300282 0.0140147292 0.032223313 0.0106048859 0.005009032
## 12 0.0220527414 0.0189498703 0.005735454 0.0177952340 0.010903014
## 13 0.0009952676 0.0028220103 0.005512894 0.0008688294 0.022336711
## 14 0.0049683435 0.0001933771 0.004691355 0.0446585875 0.015132981
## 15 0.0337877077 0.0002138958 0.005560050 0.0180751076 0.008215513
## 16 0.0013329334 0.0024059648 0.020531062 0.0126578077 0.030495142
## 17 0.0343730458 0.0139984266 0.033132541 0.0329276914 0.023113612
## 18 0.0001945403 0.0299042747 0.013143108 0.0414309789 0.027264944
## 19 0.0212585522 0.0048808402 0.032028368 0.0203038577 0.010942833
## 20 0.0074701610 0.0183492738 0.021458359 0.0062059528 0.004394680
## 21 0.0125973203 0.0006417965 0.005217462 0.0125557911 0.001549461
## PC61.66 PC62.66 PC63.66 PC64.66 PC65.66
## 1 0.039390116 1.758764e-02 0.019908384 0.019797981 0.011752855
## 2 0.011949069 2.140155e-02 0.023973926 0.010294437 0.020264271
## 3 0.022549980 3.078172e-03 0.004417592 0.054174695 0.010890913
## 4 0.027694334 3.650433e-02 0.011262627 0.010681433 0.015222391
## 5 0.030349411 2.165496e-04 0.001920552 0.035741256 0.002299145
## 6 0.011671938 6.513001e-03 0.016457479 0.022660626 0.016685677
## 7 0.026546418 2.305947e-02 0.020584123 0.007986115 0.020139894
## 8 0.033646582 2.716196e-02 0.036119256 0.007747277 0.036263775
## 9 0.005941724 2.343193e-02 0.045107518 0.006015722 0.028748273
## 10 0.016587886 2.958614e-02 0.018921778 0.008656275 0.011889431
## 11 0.002587240 3.728433e-02 0.001782576 0.032788913 0.019945987
## 12 0.007424051 1.287913e-02 0.021296507 0.004303212 0.025370498
## 13 0.001179959 6.944575e-03 0.025170782 0.023709968 0.032287596
## 14 0.011348932 1.915041e-04 0.031977539 0.001671779 0.021461798
## 15 0.021196265 6.059957e-06 0.005537606 0.019795312 0.015575552
## 16 0.010446085 1.434160e-03 0.052164793 0.015758958 0.012874701
## 17 0.009105700 1.104839e-02 0.007330237 0.015609117 0.012160437
## 18 0.023387615 1.506825e-02 0.007320984 0.011231505 0.020280848
## 19 0.008456194 1.092215e-02 0.023620548 0.037046776 0.003178783
## 20 0.019339718 2.471996e-02 0.003478084 0.030994433 0.009459517
## 21 0.025053454 2.424925e-02 0.012734718 0.000350217 0.015659953
## PC66.66 PC67.66 PC68.66
## 1 0.017684054 0.05826789 0.0142583315
## 2 0.005381702 0.04806984 0.0103327468
## 3 0.029056473 0.04278506 0.0218348280
## 4 0.005009302 0.03840213 0.0192793011
## 5 0.000491490 0.03812854 0.0013843133
## 6 0.023528320 0.03120868 0.0180189870
## 7 0.022269664 0.03018827 0.0013267173
## 8 0.007197739 0.02911871 0.0001917411
## 9 0.013447794 0.02781725 0.0109481637
## 10 0.013859452 0.02697612 0.0012410059
## 11 0.025869868 0.02430294 0.0238644148
## 12 0.005015689 0.02371265 0.0237488777
## 13 0.004156180 0.02353511 0.0017110830
## 14 0.002179003 0.02211844 0.0416938066
## 15 0.012839794 0.02174217 0.0007237298
## 16 0.020570655 0.02087165 0.0024669852
## 17 0.022178441 0.02077937 0.0093621067
## 18 0.023902768 0.02070546 0.0299029717
## 19 0.009898796 0.01940249 0.0093175439
## 20 0.008111490 0.01888166 0.0070064984
## 21 0.017530809 0.01858546 0.0159891192
## programN.67 PC1.67 PC2.67
## 1 Counseling.Psychology 0.0123253710 0.029778751
## 2 Sociology 0.0215823333 0.024251895
## 3 Adult.Education 0.0284241315 0.013389713
## 4 Politics 0.0310892184 0.016924948
## 5 Cognitive.Science 0.0004729092 0.017468663
## 6 Intellectual.Disability.Autism 0.0044724366 0.010828258
## 7 Education.Technology 0.0103418372 0.014739512
## 8 Early.Childhood.Education 0.0163175487 0.002736457
## 9 International.and.Comparative.Education 0.0211310159 0.021317674
## 10 Cooperation.and.Conflict.Resolution 0.0305095423 0.008861744
## 11 Clinical.Psychology 0.0222027764 0.037195249
## 12 Education.Policy 0.0323267164 0.008793870
## 13 Neuroscience 0.0082813494 0.034657422
## 14 Arts.Administration 0.0307983700 0.007006109
## 15 Private.School.Leadership 0.0295910671 0.009104437
## 16 College.Advising 0.0203485432 0.009774807
## 17 Urban.Education 0.0281556432 0.004910671
## 18 cluster 0.0167180336 0.025842690
## 19 Communication.Sciences.and.Disorders 0.0122222491 0.021605319
## 20 Behavior.Analysis 0.0117921579 0.029442142
## 21 Education.Leadership 0.0239817584 0.004788017
## PC3.67 PC4.67 PC5.67 PC6.67 PC7.67
## 1 0.0088381747 0.012944995 0.028289532 0.0179568214 0.0229427356
## 2 0.0045334295 0.027895217 0.002804944 0.0061365878 0.0112917391
## 3 0.0011753502 0.009488296 0.020011212 0.0262821686 0.0201978831
## 4 0.0029590339 0.023970624 0.007268134 0.0004427211 0.0068301255
## 5 0.0481096185 0.022469258 0.009744760 0.0120697447 0.0079184629
## 6 0.0125961775 0.017612235 0.007266336 0.0125342622 0.0030055899
## 7 0.0404940795 0.001439835 0.026545860 0.0035173959 0.0120136951
## 8 0.0021324511 0.026053939 0.013054109 0.0121212730 0.0207949782
## 9 0.0015737879 0.002640540 0.015324399 0.0156102970 0.0005809751
## 10 0.0055603952 0.005966753 0.003008791 0.0044337281 0.0145779120
## 11 0.0031620282 0.001190155 0.004759591 0.0145551406 0.0204610368
## 12 0.0080993748 0.011461032 0.001533022 0.0012701672 0.0369923208
## 13 0.0274107594 0.004652216 0.006940352 0.0170801532 0.0031980504
## 14 0.0247494405 0.006416754 0.028090936 0.0099180873 0.0054056539
## 15 0.0041877010 0.003549790 0.030995370 0.0267911433 0.0103694505
## 16 0.0163386154 0.008664203 0.024373204 0.0146771685 0.0109723742
## 17 0.0076600332 0.011970240 0.029310308 0.0076374091 0.0094355140
## 18 0.0405600152 0.037206851 0.021673463 0.0150258913 0.0068948760
## 19 0.0114353776 0.021696895 0.011556281 0.0310619020 0.0451035789
## 20 0.0172199379 0.009145169 0.003089912 0.0114224457 0.0020994943
## 21 0.0006161223 0.014156687 0.025750436 0.0036752154 0.0141107272
## PC8.67 PC9.67 PC10.67 PC11.67 PC12.67
## 1 0.0058531308 0.013784837 0.0033630092 0.0148763008 0.013181806
## 2 0.0070614680 0.001296332 0.0150742112 0.0262233891 0.008732706
## 3 0.0135619588 0.001392056 0.0118614379 0.0058608203 0.004401913
## 4 0.0207581111 0.009224028 0.0224597790 0.0076984392 0.004691874
## 5 0.0089828445 0.009327772 0.0019688466 0.0324856926 0.001500996
## 6 0.0019796475 0.011453917 0.0598322356 0.0115413494 0.036536788
## 7 0.0034680911 0.006246917 0.0001833444 0.0071108922 0.011552105
## 8 0.0330284428 0.021549936 0.0196400201 0.0071002159 0.001455092
## 9 0.0495759211 0.009503601 0.0015536521 0.0405829182 0.007378154
## 10 0.0086628587 0.029455859 0.0198420109 0.0102516983 0.024695811
## 11 0.0096703098 0.007534750 0.0044329389 0.0003156260 0.021808217
## 12 0.0009551069 0.024343303 0.0132230845 0.0040301126 0.002593966
## 13 0.0060050438 0.024451768 0.0084495571 0.0012817421 0.009221666
## 14 0.0080879877 0.015575526 0.0017274695 0.0087334005 0.008750914
## 15 0.0083654759 0.004407586 0.0018129601 0.0009176543 0.009298711
## 16 0.0150352054 0.001865618 0.0199292707 0.0243791447 0.001667794
## 17 0.0368882006 0.020057965 0.0068444197 0.0180700950 0.005481427
## 18 0.0111009044 0.010507240 0.0142931113 0.0135237065 0.001208053
## 19 0.0201804760 0.003670227 0.0100800326 0.0273229533 0.003080459
## 20 0.0218668887 0.019010098 0.0075694465 0.0068611686 0.003184735
## 21 0.0126121955 0.002085505 0.0382958480 0.0180075020 0.019437492
## PC13.67 PC14.67 PC15.67 PC16.67 PC17.67
## 1 0.0017390673 0.003268060 0.037758039 0.011238361 0.0103382843
## 2 0.0003873450 0.020560176 0.009152638 0.008549125 0.0077309109
## 3 0.0027171270 0.019192429 0.021354587 0.020422979 0.0102031935
## 4 0.0041233037 0.014102596 0.010046617 0.020743826 0.0165994936
## 5 0.0005854564 0.003172296 0.006098585 0.005252680 0.0257481358
## 6 0.0295004717 0.017542527 0.002130325 0.017804752 0.0077512223
## 7 0.0390417431 0.033147637 0.010398024 0.030173068 0.0251565088
## 8 0.0251107596 0.003195039 0.026141851 0.032150140 0.0249982477
## 9 0.0044826857 0.011440915 0.012250836 0.002374252 0.0060490029
## 10 0.0181019454 0.009416753 0.017100243 0.002798045 0.0004136718
## 11 0.0003086636 0.006200889 0.003828789 0.004582990 0.0406961358
## 12 0.0087899478 0.000878627 0.022567814 0.012958470 0.0102873586
## 13 0.0026982800 0.000914975 0.038533198 0.030638579 0.0046173443
## 14 0.0006597047 0.003852231 0.011251580 0.012968430 0.0039321607
## 15 0.0067930806 0.034163625 0.009581321 0.005696281 0.0052771841
## 16 0.0382673370 0.005897418 0.019274826 0.012794286 0.0355156853
## 17 0.0010188237 0.022412447 0.005022715 0.005434683 0.0191702590
## 18 0.0094348367 0.013939670 0.008071885 0.005043319 0.0056797554
## 19 0.0063129079 0.012754193 0.008631775 0.014593970 0.0006396479
## 20 0.0237433847 0.042812110 0.007447514 0.008750594 0.0240979897
## 21 0.0134708181 0.052032344 0.016605594 0.005221424 0.0363839623
## PC18.67 PC19.67 PC20.67 PC21.67 PC22.67
## 1 1.201114e-02 0.008866299 0.016796180 0.037031157 0.025098705
## 2 3.327938e-02 0.038723593 0.003486161 0.024071735 0.023357398
## 3 1.088556e-04 0.021082632 0.018696905 0.020445949 0.020782721
## 4 8.684669e-04 0.012028860 0.009796412 0.013707060 0.037034278
## 5 1.073604e-02 0.029120880 0.006395776 0.029878955 0.012571903
## 6 1.281310e-02 0.026403612 0.037637801 0.022219744 0.028651075
## 7 9.632558e-06 0.010378777 0.006710492 0.009992637 0.016425594
## 8 9.939035e-03 0.001015508 0.028130418 0.017168316 0.016052966
## 9 1.015209e-02 0.022615270 0.016462858 0.019727274 0.016701146
## 10 3.291344e-03 0.036081187 0.022488120 0.018919723 0.011820382
## 11 4.627692e-03 0.009859608 0.008355508 0.006551820 0.011209321
## 12 1.406624e-02 0.030828429 0.031274059 0.005238102 0.017340677
## 13 2.223775e-02 0.011392769 0.001406500 0.020036070 0.016905511
## 14 2.030536e-02 0.010654843 0.032358351 0.020597602 0.001381994
## 15 3.075458e-02 0.005755969 0.013616821 0.002420389 0.033602308
## 16 1.476401e-02 0.014235093 0.033777986 0.004121473 0.006254485
## 17 1.099369e-02 0.017204004 0.006300514 0.010102012 0.001479783
## 18 2.116016e-03 0.002602185 0.002172608 0.001808123 0.018612264
## 19 6.730579e-04 0.021085333 0.001082123 0.008128416 0.011728583
## 20 9.685868e-03 0.048701596 0.013158863 0.016135867 0.011454462
## 21 9.352064e-03 0.007566880 0.011437563 0.012036774 0.006492552
## PC23.67 PC24.67 PC25.67 PC26.67 PC27.67
## 1 0.009036125 0.0207327968 0.0081208613 0.009696782 0.0081004782
## 2 0.014647606 0.0371095575 0.0005793825 0.005853814 0.0117731292
## 3 0.025026082 0.0008077446 0.0298119762 0.002738005 0.0110302337
## 4 0.033229187 0.0092151373 0.0293152820 0.002205597 0.0167767232
## 5 0.016372453 0.0226486866 0.0065363706 0.009058300 0.0339695036
## 6 0.006057446 0.0031096402 0.0141948225 0.017184226 0.0072963456
## 7 0.011143376 0.0039617487 0.0192148835 0.015449554 0.0012353301
## 8 0.026595132 0.0384892121 0.0118781100 0.010273766 0.0135117132
## 9 0.009703993 0.0031659007 0.0281783295 0.015454890 0.0042336370
## 10 0.004909622 0.0191033895 0.0214518746 0.014102336 0.0425699435
## 11 0.006532386 0.0153950713 0.0143380328 0.013404488 0.0169060164
## 12 0.009886956 0.0082556316 0.0089415613 0.002081881 0.0128237286
## 13 0.017155873 0.0189879783 0.0364937550 0.007240608 0.0116859249
## 14 0.016113398 0.0239016203 0.0232217659 0.028508931 0.0045752692
## 15 0.001343530 0.0375909646 0.0009519840 0.017374584 0.0220917465
## 16 0.025813643 0.0350245697 0.0188720143 0.021295014 0.0125174482
## 17 0.021909496 0.0221844936 0.0126750065 0.016163908 0.0139969124
## 18 0.015552348 0.0031954636 0.0111237067 0.001484748 0.0009007151
## 19 0.015860923 0.0105237618 0.0334632115 0.008256672 0.0140127584
## 20 0.005234694 0.0102293172 0.0128940564 0.024440115 0.0109639004
## 21 0.025090979 0.0076141741 0.0108427881 0.007009874 0.0278829376
## PC28.67 PC29.67 PC30.67 PC31.67 PC32.67
## 1 0.0114107699 0.0061351084 0.002490327 0.0541618383 0.016754407
## 2 0.0139280529 0.0144149003 0.035087488 0.0062637177 0.007041298
## 3 0.0346366529 0.0091808504 0.039676581 0.0083334899 0.009724327
## 4 0.0037381892 0.0185988883 0.001219636 0.0279852696 0.042074434
## 5 0.0117121742 0.0232502842 0.010491023 0.0284168204 0.003474786
## 6 0.0118451590 0.0093984659 0.009063479 0.0275375478 0.004715103
## 7 0.0051601802 0.0005887637 0.013761298 0.0017193402 0.015130442
## 8 0.0114065064 0.0220903197 0.031967155 0.0049696001 0.018598709
## 9 0.0166195309 0.0044553004 0.001266608 0.0315345745 0.014918296
## 10 0.0387244870 0.0198672945 0.025893148 0.0166022219 0.019721148
## 11 0.0079974356 0.0107434404 0.012143080 0.0177837763 0.004334949
## 12 0.0043735977 0.0029581335 0.018099459 0.0145393846 0.024899750
## 13 0.0015291338 0.0183579973 0.022055438 0.0104304188 0.019810330
## 14 0.0178182088 0.0342700445 0.016129744 0.0155797126 0.001445467
## 15 0.0009106448 0.0063290486 0.026291000 0.0031326326 0.024761860
## 16 0.0106559708 0.0135158414 0.005792605 0.0006276715 0.023731699
## 17 0.0436808791 0.0232522969 0.019666219 0.0101542360 0.022280202
## 18 0.0116507850 0.0223900720 0.006561350 0.0026047135 0.008811741
## 19 0.0236642831 0.0214350484 0.021454496 0.0143631984 0.009577620
## 20 0.0025146364 0.0107530676 0.008874186 0.0069381244 0.019270154
## 21 0.0084579786 0.0042752736 0.014400389 0.0030584393 0.010422399
## PC33.67 PC34.67 PC35.67 PC36.67 PC37.67
## 1 0.0067040547 0.0099485392 0.0260160459 0.001913292 0.0009117208
## 2 0.0078761134 0.0145056557 0.0198478117 0.020685769 0.0434950131
## 3 0.0042953455 0.0115100049 0.0379441453 0.019721200 0.0494494400
## 4 0.0028707683 0.0104003786 0.0133473051 0.017387287 0.0015719128
## 5 0.0018882861 0.0099352587 0.0035051021 0.008819793 0.0068110633
## 6 0.0247158818 0.0311409980 0.0041845470 0.015669664 0.0327620841
## 7 0.0205969389 0.0337535404 0.0065986933 0.023176107 0.0480802380
## 8 0.0037854684 0.0076944941 0.0127757896 0.005991220 0.0066625584
## 9 0.0186299837 0.0186326257 0.0103503177 0.035065446 0.0300963681
## 10 0.0102347161 0.0255129422 0.0156989112 0.006065384 0.0158166516
## 11 0.0704368575 0.0222208884 0.0302436071 0.005997443 0.0042520889
## 12 0.0091030532 0.0030270978 0.0149223121 0.023478287 0.0074091063
## 13 0.0239844111 0.0014951231 0.0060221878 0.021562865 0.0142566743
## 14 0.0009011486 0.0091688055 0.0244545643 0.026771490 0.0102853461
## 15 0.0039000671 0.0270412766 0.0123699380 0.016596176 0.0091173282
## 16 0.0118552631 0.0062683245 0.0179204487 0.014725700 0.0190217040
## 17 0.0022393692 0.0123471766 0.0063730692 0.010947112 0.0370175504
## 18 0.0186021851 0.0070467067 0.0015948782 0.006372683 0.0089586269
## 19 0.0141383440 0.0006488152 0.0033528396 0.010613389 0.0011770102
## 20 0.0143512800 0.0030622628 0.0134227570 0.025463100 0.0207524340
## 21 0.0116722419 0.0265106743 0.0001300507 0.009012071 0.0085366773
## PC38.67 PC39.67 PC40.67 PC41.67 PC42.67
## 1 0.018358323 0.0011205325 1.763951e-02 0.0054284761 1.245694e-02
## 2 0.007439036 0.0195588295 2.239831e-02 0.0084675249 3.290123e-02
## 3 0.009883776 0.0165194707 1.254353e-02 0.0051769218 1.284150e-02
## 4 0.014884835 0.0282106408 2.548831e-02 0.0080595398 2.036331e-02
## 5 0.024973398 0.0110103570 7.382782e-03 0.0075963831 1.594416e-02
## 6 0.025308741 0.0103311717 2.441338e-02 0.0109804913 6.851093e-03
## 7 0.019885236 0.0041671640 1.610367e-02 0.0269460313 3.763938e-02
## 8 0.011242512 0.0240057629 2.678223e-02 0.0219911094 2.692015e-02
## 9 0.019489996 0.0075449269 7.898263e-05 0.0086082102 4.897263e-03
## 10 0.009181122 0.0095197219 5.606699e-03 0.0002322842 4.477409e-03
## 11 0.003650099 0.0008797659 1.661383e-02 0.0135195634 2.182742e-02
## 12 0.011824113 0.0571833824 9.860125e-03 0.0141988111 1.112936e-02
## 13 0.006427212 0.0174540399 2.107405e-02 0.0067197490 9.407813e-05
## 14 0.043045569 0.0119045030 6.646896e-03 0.0104571448 3.279043e-03
## 15 0.007285253 0.0103233842 2.130563e-02 0.0017238288 4.030641e-02
## 16 0.044370356 0.0013225617 1.876905e-02 0.0097510896 5.085027e-03
## 17 0.030976287 0.0057903217 8.036488e-03 0.0249514920 1.268758e-02
## 18 0.012716084 0.0095968710 8.528354e-03 0.0022769421 1.417813e-02
## 19 0.021121889 0.0116742314 4.629703e-02 0.0060543317 2.100370e-02
## 20 0.041365502 0.0298933449 9.579026e-04 0.0152452630 3.566889e-02
## 21 0.006155270 0.0226132142 3.252681e-03 0.0115702676 3.483194e-02
## PC43.67 PC44.67 PC45.67 PC46.67 PC47.67
## 1 0.001661266 0.018544698 0.010357523 0.032467065 0.003999521
## 2 0.013574254 0.006483362 0.017747768 0.008612097 0.023417270
## 3 0.027387216 0.004782294 0.013696443 0.011028103 0.014846850
## 4 0.006375211 0.001201524 0.012216181 0.015229575 0.004067766
## 5 0.017425841 0.008043164 0.006187667 0.023450185 0.024833995
## 6 0.007730266 0.016679772 0.025977623 0.014454409 0.024376070
## 7 0.023721813 0.016684992 0.019832347 0.010580637 0.009689343
## 8 0.019150156 0.003165756 0.025752231 0.007428793 0.004845564
## 9 0.031992737 0.000470291 0.016489206 0.011233530 0.015659433
## 10 0.025925866 0.010752378 0.004458127 0.030363916 0.013585938
## 11 0.005071890 0.008376436 0.004084068 0.007130567 0.023543525
## 12 0.020189483 0.005031187 0.029831665 0.016048174 0.063725161
## 13 0.025441821 0.003448952 0.002373057 0.001165617 0.023025591
## 14 0.012522541 0.012428756 0.036131628 0.008812361 0.016296884
## 15 0.036568891 0.009825516 0.005306105 0.019153358 0.014436869
## 16 0.028797715 0.001913999 0.018245926 0.006393659 0.002017083
## 17 0.012327293 0.015332884 0.003084319 0.003872223 0.008837437
## 18 0.010494063 0.026708681 0.023182761 0.020612084 0.011164798
## 19 0.024645444 0.039125792 0.017920101 0.014918303 0.003944670
## 20 0.005650095 0.038101378 0.019278250 0.036561553 0.022523798
## 21 0.017869632 0.015054485 0.031944262 0.006517117 0.014022444
## PC48.67 PC49.67 PC50.67 PC51.67 PC52.67
## 1 6.027365e-03 0.001924934 0.0188253504 0.0081814114 0.013774740
## 2 1.477341e-02 0.005743079 0.0219280510 0.0142356650 0.006706854
## 3 4.276145e-04 0.005165856 0.0148577288 0.0257723443 0.010937998
## 4 2.141525e-02 0.008644322 0.0009013305 0.0213108368 0.026298120
## 5 1.234168e-02 0.018043596 0.0173358303 0.0118349531 0.015759341
## 6 1.084182e-02 0.013645142 0.0003401361 0.0028951549 0.006215324
## 7 1.235315e-02 0.013607762 0.0082460644 0.0055778764 0.022300422
## 8 5.346540e-02 0.007169404 0.0029971363 0.0133442124 0.004402327
## 9 7.727190e-03 0.017799228 0.0147265770 0.0080287803 0.020504678
## 10 1.962375e-02 0.009611119 0.0163555965 0.0039280288 0.005412476
## 11 1.318121e-02 0.004030878 0.0189340516 0.0300586945 0.026442880
## 12 1.774937e-03 0.034874201 0.0254895324 0.0080101241 0.004199199
## 13 1.082979e-02 0.002611124 0.0102166669 0.0313499301 0.026137646
## 14 8.809708e-05 0.040440421 0.0450641610 0.0017047447 0.002983082
## 15 2.275667e-02 0.015081237 0.0012942469 0.0143063583 0.004316882
## 16 1.394812e-02 0.000675580 0.0184273011 0.0134668851 0.027534465
## 17 4.413069e-02 0.015009847 0.0014120372 0.0227222457 0.005435733
## 18 1.757874e-02 0.031930753 0.0010169702 0.0004127861 0.016650568
## 19 2.005098e-02 0.007372473 0.0208309307 0.0384915651 0.004252518
## 20 2.335923e-02 0.003357948 0.0181328516 0.0027691381 0.012012841
## 21 6.928971e-03 0.011638277 0.0173617651 0.0058930527 0.009767312
## PC53.67 PC54.67 PC55.67 PC56.67 PC57.67
## 1 0.0245576490 0.0017917463 0.0210675244 0.0049683435 1.933771e-04
## 2 0.0043644760 0.0079230424 0.0016213797 0.0178425836 3.633869e-02
## 3 0.0010831601 0.0153962332 0.0134792462 0.0058437591 3.489686e-02
## 4 0.0350156343 0.0164705989 0.0238570168 0.0080749649 1.831849e-02
## 5 0.0212736010 0.0232615693 0.0206463817 0.0001945403 2.990427e-02
## 6 0.0089149065 0.0007387733 0.0192628629 0.0002334902 7.771962e-03
## 7 0.0098949963 0.0021540562 0.0228900802 0.0066379636 1.506002e-02
## 8 0.0095169916 0.0066988085 0.0067861623 0.0061490947 2.788803e-02
## 9 0.0091205337 0.0252850929 0.0214486162 0.0049754763 1.764539e-02
## 10 0.0121770192 0.0186518929 0.0167067128 0.0302823006 6.870612e-04
## 11 0.0052762001 0.0181709192 0.0093481064 0.0129663081 2.519317e-02
## 12 0.0078010804 0.0011994526 0.0037855934 0.0007189096 3.520091e-03
## 13 0.0326605694 0.0143283040 0.0017381732 0.0148300282 1.401473e-02
## 14 0.0033514398 0.0153960358 0.0019092258 0.0220527414 1.894987e-02
## 15 0.0178186376 0.0018797221 0.0209410722 0.0125424399 9.711272e-03
## 16 0.0079700799 0.0027662226 0.0045494981 0.0181389022 5.190003e-05
## 17 0.0003310062 0.0319835895 0.0276264632 0.0173797478 5.879765e-04
## 18 0.0089817831 0.0147658552 0.0081063803 0.0156387889 3.551195e-03
## 19 0.0264895088 0.0154717497 0.0099702683 0.0171239753 2.042082e-02
## 20 0.0220259129 0.0111204576 0.0003648512 0.0077348914 1.916477e-02
## 21 0.0243144468 0.0171445546 0.0324275632 0.0196462852 1.585068e-02
## PC58.67 PC59.67 PC60.67 PC61.67 PC62.67
## 1 0.0046913547 0.0446585875 0.0151329808 0.011348932 0.0001915041
## 2 0.0275029508 0.0036902351 0.0059780048 0.015124400 0.0016902317
## 3 0.0081864685 0.0082769177 0.0149502251 0.002828793 0.0085221090
## 4 0.0116716019 0.0049112652 0.0136558565 0.028815366 0.0373239206
## 5 0.0131431079 0.0414309789 0.0272649443 0.023387615 0.0150682489
## 6 0.0120318199 0.0370319347 0.0154130219 0.015238303 0.0177678492
## 7 0.0125730627 0.0070863118 0.0161317622 0.021836115 0.0191882290
## 8 0.0131300471 0.0119149345 0.0284977274 0.006698215 0.0049344800
## 9 0.0127410397 0.0018245179 0.0124205041 0.018988928 0.0200988905
## 10 0.0012665386 0.0265810576 0.0006534196 0.004606716 0.0382235860
## 11 0.0409487207 0.0057102701 0.0243726948 0.004231560 0.0142867096
## 12 0.0178475038 0.0058907620 0.0146342808 0.015481927 0.0216520926
## 13 0.0322233127 0.0106048859 0.0050090322 0.002587240 0.0372843347
## 14 0.0057354535 0.0177952340 0.0109030140 0.007424051 0.0128791331
## 15 0.0167199056 0.0091127237 0.0060728563 0.012814248 0.0651074273
## 16 0.0097139029 0.0465074616 0.0327891300 0.005858272 0.0087468265
## 17 0.0144710664 0.0037577225 0.0193812336 0.006818913 0.0099734183
## 18 0.0157120649 0.0621908383 0.0247831934 0.022549980 0.0030781720
## 19 0.0365678794 0.0002426167 0.0027713080 0.014388079 0.0124579160
## 20 0.0083703260 0.0061295494 0.0069202733 0.009685530 0.0052703741
## 21 0.0009472866 0.0142924798 0.0142052170 0.005447547 0.0475253117
## PC63.67 PC64.67 PC65.67 PC66.67 PC67.67
## 1 0.031977539 0.001671779 0.021461798 0.0021790031 0.0221184391
## 2 0.010342404 0.007566239 0.017013066 0.0079692473 0.0176483759
## 3 0.003799427 0.036784800 0.017382709 0.0034344512 0.0086997299
## 4 0.004176477 0.007986529 0.012964563 0.0239976262 0.0043667694
## 5 0.007320984 0.011231505 0.020280848 0.0239027676 0.0207054618
## 6 0.017580770 0.007288366 0.010291958 0.0081726655 0.0066902351
## 7 0.003004076 0.011961861 0.022211332 0.0290493460 0.0137841742
## 8 0.001779919 0.007887224 0.002852583 0.0032705573 0.0053971046
## 9 0.019861377 0.007043577 0.028285048 0.0411751488 0.0113106749
## 10 0.034743555 0.007743510 0.010017683 0.0162994606 0.0134663403
## 11 0.011847992 0.023330197 0.032127426 0.0061115586 0.0040435596
## 12 0.003868852 0.014446847 0.004608666 0.0041896661 0.0037679986
## 13 0.001782576 0.032788913 0.019945987 0.0258698679 0.0243029388
## 14 0.021296507 0.004303212 0.025370498 0.0050156885 0.0237126506
## 15 0.001195416 0.003406035 0.008064042 0.0071524370 0.0099763824
## 16 0.002526312 0.018243552 0.008007964 0.0163192854 0.0133311567
## 17 0.003709432 0.003969332 0.008179798 0.0457675855 0.0093709160
## 18 0.004417592 0.054174695 0.010890913 0.0290564731 0.0427850577
## 19 0.005536458 0.017656771 0.010379992 0.0001655415 0.0011243777
## 20 0.010482572 0.005551597 0.014571146 0.0189294059 0.0061717717
## 21 0.027747199 0.024027481 0.015129212 0.0017684703 0.0008809235
## PC68.67
## 1 0.04169381
## 2 0.03777728
## 3 0.03566900
## 4 0.03023183
## 5 0.02990297
## 6 0.02908874
## 7 0.02855201
## 8 0.02810497
## 9 0.02739819
## 10 0.02612253
## 11 0.02538288
## 12 0.02480154
## 13 0.02386441
## 14 0.02374888
## 15 0.02256545
## 16 0.02213884
## 17 0.02189933
## 18 0.02183483
## 19 0.02143218
## 20 0.02036388
## 21 0.02024013
## [ reached 'max' / getOption("max.print") -- omitted 47 rows ]### Comments:
# Group 1( Leadership and Orgnizational psychology related programs): Change.Leadership, Economics.and.Education, Education.Policy, School.Principals, Social.Organizational.Psychology, Politics
# Group 2 (Special Education related programs):Diabetes.Education, Music, Instructional.Technology.and.Media, Nursing, Deaf.and.Hard.of.Hearing, Cognitive.Science
# Group 3 (Neoro, Physical and Health related programs): Kinesiology, Clinical.Psychology, Physiology, Neuroscience, Health.Education, Nursing
# Group 4 (Learning analytics, Mathematics, Educational Technology related programs): Learning.Analytics, Cognitive.Science, Mathematics, Design.and.Development.of.Digital.Games, Measurement..Evaluation.and.Statistics, Instructional.Technology.and.Media
Comments: Referring to the plot and PCA, PC3, PC4, PC5, PC6 will be dropped.